<div class="jumbotron text-center"><h1><span style="color:hsl(0,75%,60%);font-size:22px;">Business model:現有9000/訂製6000 per month如模型訓練或佈署each per week</span></h1><p><span style="color:hsl(0,75%,60%);font-size:22px;">pm=process monitor;</span></p><p><span style="color:hsl(0,75%,60%);font-size:22px;">client:post[Data, File, Img, Void]2get[]4…;</span></p><p><span style="color:hsl(0,75%,60%);font-size:22px;">server:get_post[]2[]4…</span></p><h1><span style="color:hsl(0,75%,60%);">My showcase Page</span></h1><p><span style="background-color:hsl(0,75%,60%);color:hsl(0,0%,90%);"><strong>價值:多快好省!效率高 品質好 成本低</strong></span></p></div><div class="container"><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div class="content"><h2>Gadgets</h2><h2><span style="font-size:18px;">[化工/木工/人工]</span></h2></div></div></div><div class="col-md-5">devices like Raspberry pi/Arduino <br>tools like CORDS</div><div class="col-md-5"><img src="http://util.pipebear.net/img/gadget_all.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div class="content"><h2>Rotation2Linear</h2><h2><span style="font-size:18px;">[化工/木工/人工]</span></h2></div></div></div><div class="col-md-5">tools like CORDS</div><div class="col-md-5"><img src="http://util.pibear.net/img/rotation2linear.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2><span style="font-size:22px;">pyZero2Hero</span></h2></div></div><p>1.practice makes perfect <br>2.indentation is what you need <br>3.data types <br>4.list is a gorgeous data type <br>5.control flow: if <br>6.control flow: while <br>7.what to import and what to pip install <br>8.how to define my function:def <br>9.always ask chatgpt or gemini</p></div><div class="col-md-5"><img src="http://util.pibear.net/img/python_sheet01.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/00dataframe_iloc_loc.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2>Web Sites</h2></div></div></div><div class="col-md-5">[pibear.net, tpri.site] new site by subdomain, not site; <br>pibear.net <br>tsaoming.pythonanywhere.com <br>llming.pythonanywhere.com <span style="font-size:20px;"><mark class="marker-pink">remote mysql:</mark></span> <br>pibear.net(u284407381_db01):srv473.hstgr.io or 31.170.160.154 <br>tpri.site(u929718468_db01):srv1518.hstgr.io or 194.59.164.13 <br>pibear.net: <br> </div><div class="col-md-5"><img src="http://util.pibear.net/img/hostinger_subdomain.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2>機組系統水</h2><p>http://epri.pibear.net/</p></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/fac03.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/toneshow_epri01.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2>鍋爐洩水回收</h2><p>http://tpri.pibear.net/tblTagPhyRONanp_add.php</p></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/blowdown01.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/ixcolumn.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div class="content"><h2>FGD廢水</h2><h2>xxx</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/FGDzero.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/fgdwwrisk.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div class="content"><h2>氨氮廢水</h2><h2>xxx</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/gostream.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/rgblink01.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div class="content"><h2>綜合廢水</h2><h2>xxx</h2></div></div></div><div class="col-md-5"><img class="img-responsive" src="http://util.pibear.net/img/membrane_size.jpg"></div><div class="col-md-5"><img class="img-responsive" src="http://util.pibear.net/img/uf_ro.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-green"><div class="content"><h2>微藻固碳</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/algae_linkou.jpg"></div><div class="col-md-5">void now</div></div><div class="row"><div class="col-md-2"><div class="info-box bg-green"><div class="content"><h2>海水脫硫曝氣改善</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/aer_ph.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/aer_ph2.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-green"><div class="content"><h2>海洋牧場</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/mf01.jpg"></div><div class="col-md-5">void now</div></div><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div class="content"><h2>AI系統架構</h2></div></div></div><div class="col-md-5"><span style="background-color:hsl(180,75%,60%);font-size:20px;">軟硬體相依性:GPU，OS，IDE，Python，次要模組，主要模組</span><span style="font-size:20px;"> </span><span style="background-color:hsl(30,75%,60%);font-size:20px;">domain的價值:定義問題，解決問題。Like signal code via gemini, experiment at first, then define full mission and debug...</span> <br><span style="background-color:hsl(90,75%,60%);font-size:20px;">模組安裝:拔出蘿蔔帶出泥！先安裝主要模組如ultralytics(yolo11)，過程即會安裝諸如tensorflow, torch, numpy等輔助模組，安裝 speechrecognition 也有類似的過程!</span></div><div class="col-md-5"><div><button class="btn btn-success btn-circle btn-xl" type="button">domain</button> <button class="btn btn-primary btn-circle btn-xl" type="button">AI</button> <button class="btn btn-danger btn-circle btn-xl" type="button">IT</button>AI發展人力</div><div><button class="btn btn-danger btn-circle btn-xl" type="button">使用介面</button> <button class="btn btn-primary btn-circle btn-xl" type="button">AI模型</button><button class="btn btn-warning btn-circle btn-xl" type="button">系統架構</button> <button class="btn btn-light btn-circle btn-xl" type="button">White circular button</button></div></div><div class="col-md-5">python≤3.8 for whisper</div></div><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div class="content"><h2>自動字幕</h2><h2>subtitle overlay</h2></div></div></div><div class="col-md-5"><h3>whisper</h3></div><div class="col-md-5"><h3>ffmpeg</h3><p>sudo apt install ffmpeg</p><h1 class="sc-e45c49f0-3 sc-655af0bb-0 jFhFgt jMdFtp" style="-webkit-font-smoothing:antialiased;-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);border:0px solid 264.531);box-sizing:border-box;color:rgb(0, 0, 0);font-family:;" noto="" sans="" tc",="" "microsoft="" jhenghei="" fixed",="" "helvetica="" neue",="" jhenghei",="" helvetica,="" "segoe="" ui",="" arial,="" "pingfang="" -apple-system,="" blinkmacsystemfont,="" roboto,="" yahei",="" stheiti,="" simsun,="" stsong,="" "heiti="" tahoma,="" sans-serif,="" "apple="" color="" emoji",="" ui="" symbol",="" "noto="" emoji";font-feature-settings:inherit;font-kerning:inherit;font-language-override:inherit;font-optical-sizing:inherit;font-size-adjust:inherit;font-size:42px;font-stretch:inherit;font-style:normal;font-variant-alternates:inherit;font-variant-caps:normal;font-variant-east-asian:inherit;font-variant-emoji:inherit;font-variant-ligatures:normal;font-variant-numeric:inherit;font-variant-position:inherit;font-variation-settings:inherit;letter-spacing:1px;line-height:1.5;margin:0px;orphans:2;padding:0px;text-align:left;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;"=""><span style="font-size:20px;"><strong>FFMPEG 安裝教學(windows)</strong></span></h1><p class="sc-e45c49f0-3 sc-655af0bb-0 jFhFgt jMdFtp" style="-webkit-font-smoothing:antialiased;-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);border:0px solid 264.531);box-sizing:border-box;color:rgb(0, 0, 0);font-family:;" noto="" sans="" tc",="" "microsoft="" jhenghei="" fixed",="" "helvetica="" neue",="" jhenghei",="" helvetica,="" "segoe="" ui",="" arial,="" "pingfang="" -apple-system,="" blinkmacsystemfont,="" roboto,="" yahei",="" stheiti,="" simsun,="" stsong,="" "heiti="" tahoma,="" sans-serif,="" "apple="" color="" emoji",="" ui="" symbol",="" "noto="" emoji";font-feature-settings:inherit;font-kerning:inherit;font-language-override:inherit;font-optical-sizing:inherit;font-size-adjust:inherit;font-size:42px;font-stretch:inherit;font-style:normal;font-variant-alternates:inherit;font-variant-caps:normal;font-variant-east-asian:inherit;font-variant-emoji:inherit;font-variant-ligatures:normal;font-variant-numeric:inherit;font-variant-position:inherit;font-variation-settings:inherit;letter-spacing:1px;line-height:1.5;margin:0px;orphans:2;padding:0px;text-align:left;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;"=""><span style="font-size:20px;"><strong>https://vocus.cc/article/64701a2cfd897800014daed0</strong></span></p></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div class="content"><h2>Video Switcher</h2><h2>xxx</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/gostream.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/sprolink2plus.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h3>post_file2png</h3></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/postfile2png.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/getFile2png.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-green"><div class="content"><h2>autoReport</h2></div></div></div><div class="col-md-5">1.review <img src="http://util.pibear.net/img/report01.jpg"> <br>2.design and implement:this image is about my test device for image classification with cnn on raspberry pi for edge computing , please give some nice description to define this image for my research report.2.1:uploaded image is 4 cameras for my image classifiction experiment, please depict each camera with detail.</div><div class="col-md-5">3.analysis <img src="http://util.pibear.net/img/report03.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-green"><div class="content"><h2><span style="font-size:20px;">img2crop2merge</span></h2></div></div></div><div class="col-md-5">void</div><div class="col-md-5">void now</div></div><div class="row"><div class="col-md-2"><div class="info-box bg-green"><div class="content"><h2>mermaid flowchart</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/mermaid01.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/mermaid02.jpg"> https://github.com/mermaid-js/mermaid</div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2>rpi ctrl</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/relay_servo_rpi.jpg"></div><div class="col-md-5">Solid State Relay+Servo Motor</div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2>Robot</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/walkingRobot01.jpg"></div><div class="col-md-5"><p><img src="http://util.pibear.net/img/rotation2swing.jpg"></p><h3>grashof law</h3></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h3>rpi4錄音</h3></div></div></div><div class="col-md-5">https://makersportal.com/blog/2018/8/23/recording-audio-on-the-raspberry-pi-with-python-and-a-usb-microphone?srsltid=AfmBOorBvh0oYkVz3TJV-EamtYxNCSqKu45Pbxhpq4QU2cNgEZ-Z7woA</div><div class="col-md-5"><span style="font-size:22px;">https://github.com/Botspot/autostar</span> <img src="http://util.pibear.net/img/usbcam2yolo11record02.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h3>偵測錄影</h3></div></div></div><div class="col-md-5"><span style="font-size:22px;">kivy_usbcam_yolo11detect12record2led.py</span> <img src="http://util.pibear.net/img/kivyusbcamrecordled2.jpg"></div><div class="col-md-5"><span style="color:hsl(0,75%,60%);font-size:22px;">https://github.com/Botspot/autostar</span> <img src="http://util.pibear.net/img/usbcam2yolo11record02.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h3><span style="font-size:18px;">pm6=av_overlay</span></h3><p> </p></div></div></div><div class="col-md-5"><span style="font-size:22px;">av_overlay4post_file2yolo11cls4mixold.py</span></div><div class="col-md-5"><span style="background-color:rgb(242,242,242);color:rgb(36,36,36);font-family:source-code-pro, Menlo, Monaco,;"><span style="-webkit-text-stroke-width:0px;display:inline !important;float:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:-0.352px;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:pre-wrap;widows:2;word-spacing:0px;" courier="">pyinstaller --onefile test.py </span></span><strong class="nh gv" style="-webkit-text-stroke-width:0px;background-color:rgb(242, 242, 242);box-sizing:inherit;color:rgb(36, 36, 36);font-family:source-code-pro, Menlo, Monaco,;" courier="">#形成一個.exe(右黑)</strong> <br><span style="background-color:rgb(242,242,242);color:rgb(36,36,36);font-family:source-code-pro, Menlo, Monaco,;"><span style="-webkit-text-stroke-width:0px;display:inline !important;float:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:-0.352px;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:pre-wrap;widows:2;word-spacing:0px;" courier="">pyinstaller -w test.py </span></span><strong class="nh gv" style="-webkit-text-stroke-width:0px;background-color:rgb(242, 242, 242);box-sizing:inherit;color:rgb(36, 36, 36);font-family:source-code-pro, Menlo, Monaco,;" courier="">#隱藏跳出的CMD界面</strong> <br><span style="background-color:rgb(242,242,242);color:rgb(36,36,36);font-family:source-code-pro, Menlo, Monaco,;"><span style="-webkit-text-stroke-width:0px;display:inline !important;float:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:-0.352px;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:pre-wrap;widows:2;word-spacing:0px;" courier="">pyinstaller --onefile -w test.py </span></span><strong class="nh gv" style="-webkit-text-stroke-width:0px;background-color:rgb(242, 242, 242);box-sizing:inherit;color:rgb(36, 36, 36);font-family:source-code-pro, Menlo, Monaco,;" courier="">#合併上述功能(右白)</strong></div><div class="col-md-5"> </div><div class="col-md-5"><strong class="nh gv" style="-webkit-text-stroke-width:0px;background-color:rgb(242, 242, 242);box-sizing:inherit;color:rgb(36, 36, 36);font-family:source-code-pro, Menlo, Monaco,;" courier="">### folder added as build and dist</strong></div><div class="col-md-5"> </div><div class="col-md-5">Windows鍵+ R;shell:startup打開「啟動」資料夾;將複製的程式捷徑貼到這個「啟動」資料夾中</div><div class="col-md-5"> </div><div class="col-md-5">###for rpi, <a href="https://github.com/Botspot/autostar"><span style="color:hsl(0,75%,60%);font-size:22px;">https://github.com/Botspot/autostar</span></a> <br><span style="font-size:18px;">pm7=autoBackup4media</span></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h3>YOLO11+kivy on RPi5***</h3></div></div></div><div class="col-md-5"><span style="font-size:20px;"><strong>1Raspberry Pi OS (64-bit); </strong></span><span style="background-color:hsl(60,75%,60%);font-size:22px;"><strong>2</strong></span><span style="background-color:hsl(60,75%,60%);color:rgb(54,70,78);font-family:;font-size:22px;"><span style="-webkit-text-stroke-width:0px;display:inline !important;float:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:none;font-weight:400;letter-spacing:normal;orphans:2;text-align:left;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:pre;widows:2;word-spacing:0px;" roboto=""><strong>pip</strong></span><span class="w" style="-webkit-text-stroke-width:0px;box-sizing:inherit;font-style:normal;font-variant-caps:normal;font-variant-ligatures:none;font-weight:400;letter-spacing:normal;orphans:2;text-align:left;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:pre;widows:2;word-spacing:0px;" roboto=""><strong> </strong></span><span style="-webkit-text-stroke-width:0px;display:inline !important;float:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:none;font-weight:400;letter-spacing:normal;orphans:2;text-align:left;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:pre;widows:2;word-spacing:0px;" roboto=""><strong>install</strong></span><span class="w" style="-webkit-text-stroke-width:0px;box-sizing:inherit;font-style:normal;font-variant-caps:normal;font-variant-ligatures:none;font-weight:400;letter-spacing:normal;orphans:2;text-align:left;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:pre;widows:2;word-spacing:0px;" roboto=""><strong> </strong></span><span style="-webkit-text-stroke-width:0px;display:inline !important;float:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:none;font-weight:400;letter-spacing:normal;orphans:2;text-align:left;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:pre;widows:2;word-spacing:0px;" roboto=""><strong>ultralytics</strong></span></span><span style="background-color:hsl(60,75%,60%);color:var(--md-code-hl-operator-color);font-family:;font-size:22px;"><span class="o" style="-webkit-text-stroke-width:0px;box-sizing:inherit;font-style:normal;font-variant-caps:normal;font-variant-ligatures:none;font-weight:400;letter-spacing:normal;orphans:2;text-align:left;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:pre;widows:2;word-spacing:0px;" roboto=""><strong>[</strong></span></span><span style="background-color:hsl(60,75%,60%);color:rgb(54,70,78);font-family:;font-size:22px;"><span style="-webkit-text-stroke-width:0px;display:inline !important;float:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:none;font-weight:400;letter-spacing:normal;orphans:2;text-align:left;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:pre;widows:2;word-spacing:0px;" roboto=""><strong>export</strong></span></span><span style="background-color:hsl(60,75%,60%);color:var(--md-code-hl-operator-color);font-family:;font-size:22px;"><span class="o" style="-webkit-text-stroke-width:0px;box-sizing:inherit;font-style:normal;font-variant-caps:normal;font-variant-ligatures:none;font-weight:400;letter-spacing:normal;orphans:2;text-align:left;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:pre;widows:2;word-spacing:0px;" roboto=""><strong>] for YOLO and cv2; 3USB camera; 4realtime</strong></span></span></div><div class="col-md-5"><span style="font-size:20px;"><strong>custom data training on colab!</strong></span> <span style="background-color:hsl(180,75%,60%);font-size:20px;"><strong>1.yolo11_xml2yolo_split2tvt.ipynb</strong></span> <span style="background-color:hsl(180,75%,60%);font-size:20px;"><strong>2.yolo11-train-on-custom-dataset(ok).ipynb</strong></span></div><div class="col-md-5"> <strong>image classification</strong> :<span style="background-color:hsl(90,75%,60%);font-size:20px;"><strong>yolo11cls-train-on-custom-dataset(ok).ipynb</strong></span><span style="font-size:20px;">install ultralytics on pyany!</span></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2>vosk on RPi4</h2></div></div></div><div class="col-md-5"><a href="https://pypi.org/project/SpeechRecognition/">https://pypi.org/project/SpeechRecognition/</a></div><div class="col-md-5">install vosk/SpeechRecognition/pyaudio</div><div class="col-md-5"><a href="https://github.com/alphacep/vosk-api;OLMoASR">https://github.com/alphacep/vosk-api;<span style="background-color:rgb(255,255,255);color:rgb(54,65,83);font-family:;"><span style="-webkit-text-stroke-width:0px;display:inline !important;float:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:normal;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;" source="" sans="" pro",="" ui-sans-serif,="" system-ui,="" sans-serif,="" "apple="" color="" emoji",="" "segoe="" ui="" symbol",="" "noto="" emoji";font-size:20px;"=""><strong>OLMoASR</strong></span></span></a><span style="background-color:rgb(255,255,255);color:rgb(54,65,83);font-family:;"><span style="-webkit-text-stroke-width:0px;display:inline !important;float:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:normal;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;" source="" sans="" pro",="" ui-sans-serif,="" system-ui,="" sans-serif,="" "apple="" color="" emoji",="" "segoe="" ui="" symbol",="" "noto="" emoji";font-size:20px;"=""><strong> for english!</strong></span></span></div><div class="col-md-5">pyaudio for os64:sudo apt install python3-pyaudio;sudo apt install portaudio19-dev;pip install -U pyaudio;<span style="background-color:rgb(170,183,209);color:rgb(51,51,51);font-family:;"><span style="-webkit-text-stroke-width:0px;display:inline !important;float:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;" helvetica="">sudo apt install -y vlc; pip install python-vlc; pip install pyttsx3; sudo apt install -y espeak</span></span></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-green"><div class="content"><h2>opencode</h2><p>gemini+grok.com</p></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/opencode.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/markdown.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div class="content"><h2><span style="font-size:18px;">pm5=vosk-Ollama-piper</span></h2><p>process message</p></div></div></div><div class="col-md-5">https://dev.to/ajmal_hasan/setting-up-ollama-running-deepseek-r1-locally-for-a-powerful-rag-system-4pd4</div><div class="col-md-5">pm3=tblTag/tblValue to csv for autoML2…</div><div class="col-md-5">https://github.com/rhasspy/piper/releases/tag/2023.11.14-2</div></div><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div class="content"><h2>ollama vision</h2></div></div></div><div class="col-md-5">gemma3:latest <br>gemma3n:e4b</div><div class="col-md-5"><span style="color:hsl(0,75%,60%);font-size:22px;">ollama on RPI4/5 and win</span>;$ curl -fsSL https://ollama.com/install.sh | sh;1.https://ollama.com/download;2.ollama run<span style="color:hsl(0,75%,60%);font-size:22px;"> deepseek</span>-r1:1.5b[8b, 14b];1.pip install ollama;import ollama <br>response = ollama.generate(model='gemma:2b', <br>prompt='what is a qubit?') <br>print(response['response']);1.pip install langchain;from langchain_community.llms import Ollama <br>llm = Ollama(model="llama2") <br>llm.invoke("tell me about partial functions in python");<span style="color:hsl(0,75%,60%);font-size:22px;">ollama rag with langchain</span>;</div></div><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div class="content"><h2>autoRAG</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/rag_gemini_trans.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/ragdirtxt.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div class="content"><h2>LLM(ok)gguf</h2><p>llm2.pibear.net</p></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/prompt01.jpg"></div><div class="col-md-5"><span style="font-size:20px;">1.chat2model:</span><span style="background-color:hsl(30,75%,60%);font-size:20px;">nous-hermes-llama2-13b.Q4_0.gguf</span><span style="font-size:20px;">中英皆可，效果堪比Bard和chatGPT3.5;mistral_openorca7b堪比70b 2.chat2data(RAG):</span><span style="background-color:hsl(30,75%,60%);font-size:20px;">nous-hermes-llama2-13b.Q4_0.gguf</span><span style="font-size:20px;">,airoboros-l2-7b-2.2.Q4_0.gguf+</span><span style="background-color:hsl(90,75%,60%);font-size:20px;">shibing624/text2vec-base-chinese; 出考題!</span><span style="background-color:rgb(255,255,255);color:rgb(36,41,47);font-family:;font-size:18px;"><span style="-webkit-text-stroke-width:0px;display:inline !important;float:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:-0.18px;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;" alliance="" color="" ui="">Converting </span></span><span style="background-color:hsl(180,75%,60%);color:rgb(36,41,47);font-family:;font-size:18px;"><span style="-webkit-text-stroke-width:0px;display:inline !important;float:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:-0.18px;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;" alliance="" color="" ui="">between the user domain and document domain </span></span><span style="background-color:rgb(255,255,255);color:rgb(36,41,47);font-family:;font-size:18px;"><span style="-webkit-text-stroke-width:0px;display:inline !important;float:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:-0.18px;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;" alliance="" color="" ui="">is the realm of prompt engineering。the central question of prompt engineering: </span></span><span style="background-color:hsl(180,75%,60%);color:rgb(36,41,47);font-family:;font-size:18px;"><span style="-webkit-text-stroke-width:0px;display:inline !important;float:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:-0.18px;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;" alliance="" color="" ui="">what kind of document is the model trying to complete?</span></span></div><div><span style="font-size:20px;">3.chat2opinion(Prompt):</span></div><div><span style="font-size:20px;">4.chat2task</span></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div><h3>mokose/usbcam</h3></div><div><h3>camera frame***</h3></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/mokose_usbcam.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/cam_frame1131223.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div class="content"><h3>av_video_all</h3></div></div></div><div class="col-md-5"><span style="font-size:18px;">#install moviepy, ffmpeg, ffmpeg-python and ImageMagick.exe </span> <br><span style="font-size:18px;">!pip install -U openai-whisper </span> <br><span style="font-size:18px;">or !pip install git+https://github.com/openai/whisper.git</span></div><div class="col-md-5"><button class="btn btn-success btn-circle btn-xl" type="button">YouTube</button> <button class="btn btn-primary btn-circle btn-xl" type="button">pyaudio</button> <button class="btn btn-primary btn-circle btn-xl" type="button">whisper</button> <button class="btn btn-danger btn-circle btn-xl" type="button">LLM</button> <button class="btn btn-warning btn-circle btn-xl" type="button">YOLO3</button> <button class="btn btn-light btn-circle btn-xl" type="button">White circular button</button> <button class="btn btn-dark btn-circle btn-xl" type="button">Black circular button</button></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2>kivy_show_capture</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/kivy2capture01.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/kivy2capture02.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2>魚類偵測</h2><p>yolov3</p></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/marine01.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/marine02.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2>振動訊號(vibration)</h2><p>mel spectrogram</p></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/signal2sg2mel.jpg"></div><div class="col-md-5"><span style="font-size:14px;">https://ketanhdoshi.github.io/Audio-Mel/ ;https://medium.com/analytics-vidhya/understanding-the-mel-spectrogram-fca2afa2ce53 </span> <br><span style="font-size:14px;">1.audio or waveform to SG to mel SG(non-linear) </span> <br><span style="font-size:14px;">2.mel SG:more sensitive to change in low freq!!! </span> <br><span style="font-size:14px;">3.rows:200太少，600 is ok </span> <br><span style="font-size:14px;">4.n_fft=200, 400. default value=2048 samples, corresponds to a physical duration of 93 milliseconds at a sample rate of 22050 Hz </span> <br><span style="font-size:14px;">5.sr=1000, 100, 10. By default, Librosa resamples audio to 22050 Hz;</span> <br><span style="background-color:hsl(60,75%,60%);font-size:20px;">A series of experiments has been practiced, with three parameters, therefore i just named the results as para1-para2-para3=value, larger value is better. Please write python code to plot to show the results and tell what combination is better or best?The result is as below:mel-raw-3layers=0.697; mel-augment-3layers=0.866; mel-raw-alexnet=0.550;</span></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2>鍋爐檢視</h2><p>yolov3</p></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/boilerYolo31.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/yolo3drone.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2>泡沬偵測</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/ibubble.jpg"></div><div class="col-md-5">[predictFe(file_path);predictFe_tfk(file_path)]</div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2>系統水氧化鐵</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/botPredictFe01.jpg"></div><div class="col-md-5"><span style="font-size:20px;">價值:ppb等級的量測傳統上都要用上ICP mass，千萬等級的設備</span></div><div class="col-md-5"><span style="font-size:20px;">img_average_hsv to create new conc</span></div><div class="col-md-5"><span style="font-size:20px;">yolo11cls4feLabEpri6618hsv25epoc.pt</span></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-green"><div class="content"><h2>botGreeting</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/botGreeting01.jpg"></div><div class="col-md-5">void</div></div><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div class="content"><h2>yolo3_detect/829</h2></div></div></div><div class="col-md-5"><span style="background-color:hsl(30,75%,60%);font-size:22px;">1.realtime and save to video;</span></div><div class="col-md-5"><span style="font-size:20px;">waitKey;namedWondow;pre define size;xvid to avi</span></div><div class="col-md-5"> </div><div class="col-md-5">2.829post_file2get_result_marine</div><div class="col-md-5"><span style="font-size:20px;">829yolo3_detect{</span><a class="item_link" style="-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);box-sizing:border-box;color:rgb(41, 110, 170);font-family:;" href="http://localhost:8888/notebooks/829yolo3_detect00/829video_cv2_hdmi_boiler.ipynb" helvetica="" target="_blank"><span style="background-color:hsl(0,75%,60%);font-size:18px;"><mark class="marker-yellow"><span class="item_name" style="box-sizing:border-box;height:24px;line-height:22px;">829video_cv2_hdmi_boiler.ipynb</span></mark></span></a></div><div class="col-md-5">3.829post_file2get_result_marine_show</div><div class="col-md-5"><a class="item_link" style="-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);box-sizing:border-box;color:rgb(41, 110, 170);font-family:;" helvetica="" target="_blank"><span style="background-color:hsl(60,75%,60%);font-size:20px;"><span class="item_name" style="box-sizing:border-box;height:24px;line-height:22px;">829video_cv2_{streaming source}_{yolo3 model}</span></span></a></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div class="content"><h2>autoYolo3</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/yolo301.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/yolo302.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div class="content"><h2>autoCNN</h2><p><span style="font-size:14px;">senet</span></p></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/cnngen01.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/cnngen02.png"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2>pv pred</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/pv_task.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/pv_pyplot.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2>autoML2</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/autoML201.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/autoML202.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-green"><div class="content"><h2>pm4=pca generic</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/pca01.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/pca02.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div class="content"><h2>pm2=pyplot</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/pyplot01.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/site_pyplot02.jpg"></div></div><!-- Widgets --><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2>site MAC</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/site_mac01.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/site_mac02.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2>site EPRI</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/site_epri.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/site_epri2.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-green"><div class="content"><h2>site Meet</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/site_tpc1.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/site_tpc2.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div class="content"><h2>my drive</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/drive01.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/drive02.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2>my km</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/km01.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/km02.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-orange"><div class="content"><h2>av_screenshot</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/screenshot01.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/screenshot02.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2><span style="font-size:20px;">util.pibear.net </span><span style="font-size:14px;">campi_capt2motion9neo5</span></h2></div></div></div><div class="col-md-5"><span style="font-size:14px;"><img src="http://util.pibear.net/img/motion_detect01.jpg"></span></div><div class="col-md-5"><img src="http://util.pibear.net/img/motion_detect02.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2><span style="font-size:22px;">pm1=pyModbusTCP</span></h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/rpi6017.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/6017pyplot.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2>6017read</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/6017read01.jpg"></div><div class="col-md-5"><img src="http://util.pibear.net/img/6017read02.jpg"></div></div><div class="row"><div class="col-md-2"><div class="info-box bg-cyan"><div class="content"><h2>db_TblAddGen.aspx</h2></div></div></div><div class="col-md-5"><img src="http://util.pibear.net/img/tblAddGen01.jpg"></div><div class="col-md-5"><img class="img-responsive" src="http://util.pibear.net/img/tblAddGen02.jpg"></div></div><!-- #END# Widgets --><div class="row"><div class="col-lg-3 col-md-3 col-sm-6 col-xs-12"><div class="info-box bg-pink"><div class="icon"><h2>陽明</h2></div><div class="content"><div class="text">NEW TASKS</div><div>125</div></div></div></div><div class="col-lg-3 col-md-3 col-sm-6 col-xs-12"><div class="info-box bg-cyan hover-expand-effect"><div class="icon"><i class="material-icons">help</i></div><div class="content"><div class="text">NEW TICKETS</div><div><img class="img-responsive" src="http://util.pibear.net/img/fmly_cath01.jpg"></div></div></div></div><div class="col-lg-3 col-md-3 col-sm-6 col-xs-12"><div class="info-box bg-light-green hover-expand-effect"><div class="icon"><i class="material-icons">forum</i></div><div class="content"><div class="text">NEW COMMENTS</div></div></div></div><div class="col-lg-3 col-md-3 col-sm-6 col-xs-12"><div class="info-box bg-orange hover-expand-effect"><div class="icon"><i class="material-icons">person_add</i></div><div class="content"><div class="text">NEW VISITORS</div></div></div></div></div></div>