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diff --git a/_posts/2022-12-15-Deep-Learning-for-Biochemistry.md b/_posts/2022-12-15-Deep-Learning-for-Biochemistry.md
diff --git a/_posts/2022-12-22-Psychology-with-Deep-Learning.md b/_posts/2022-12-22-Psychology-with-Deep-Learning.md
diff --git a/_posts/2024-07-31-whats-jekyll.md b/_posts/2024-07-31-whats-jekyll.md
@@ -0,0 +1,114 @@
+---
+layout: post
+title: What's Jekyll?
+category: [Example]
+tags: [jekyll]
+---
+
+[Jekyll](https://jekyllrb.com) is a static site generator, an open-source tool for creating simple yet powerful websites of all shapes and sizes. 
+
+---
+## Gem installs
+```
+sudo apt-get install ruby-full build-essential zlib1g-dev
+
+echo '# Install Ruby Gems to ~/gems' >> ~/.bashrc
+echo 'export GEM_HOME="$HOME/gems"' >> ~/.bashrc
+echo 'export PATH="$HOME/gems/bin:$PATH"' >> ~/.bashrc
+source ~/.bashrc
+
+gem install jekyll bundler
+gem install "jekyll-theme-hydure"
+bundle add webrick
+```
+
+---
+## To create a Github Page with a Jekylle theme
+Assume you have a github account: `https://github.com/yourname`
+### Fork Theme
+1. Go to [Jekyll-Theme-Hydure](https://github.com/zivong/jekyll-theme-hydure) click [Fork] <br />
+2. Click [Settings], **Repository name** enter YourBlogName (Ex. `AI-course`), click [Rename]<br />
+3. Delete 2 old branches, keep `master` branch <br />
+4. Create new Branch `gh-pages` <br />
+5. Click [Settngs], Left Menu `Braches`, **Default branch** set to `gh-pages`
+### Add Theme
+6. Edit Gemfile to add: <br />
+```
+gem "jekyll-theme-hydure"
+```
+7. Edit _config.yml to add: <br />
+To submit to github,
+```
+plugin:
+  - jekyll-remote-theme
+remote_theme: zivong/jekyll-theme-hydure
+```
+For running on localhost (PC), use the following:
+```
+plugin:
+#  - jekyll-remote-theme
+theme: jekyll-theme-hydure
+```
+
+### Change Cover.jpg
+8. Upload a cover.jpg (1920x2880) to **_layouts** <br /> 
+9. Modify **_layouts/default.hmtl** to change path of cover.jpg <br />
+```
+assign cover = site.cover | default: "cover.jpg"
+```
+### Change Title & Tagline
+10. Modify **_config.yml**  <br />
+```
+- title: AI course
+- tagline: Deep Learning Course
+```
+11. Modify **_data/navigation.yml** to change url<br />
+```
+- tile Download
+  url: https://github.com/rkuo2000/AI-course/archive/refs/heads/master.zip
+- title: Github
+  url: https://github.com/rkuo2000/AI-course
+```
+12. Modify **_data/social.yml** to change url<br />
+```
+- title: Email
+  url: mailto:[email protected]
+  icon: fas fa-envelope
+- title: FaceBook
+  url: https://facebook.com/yourname
+  icon: fab fa-facebook
+- title: Twitter
+  url: https://twitter.com/yourname
+  icon: fab fa-twitter
+- title: GitHub
+  url: https://github.com/yourname
+  icon: fab fa-github
+```
+### Edit Posts
+13. Modify **_posts/*.md**, upload or remove .md) <br />
+    (posts display latest dated .md on the top) <br />
+```
+    2021-09-23-DeepLearning-intro.md
+    2021-09-23-AI-intro.md
+    2021-03-01-whats-jekyll.md
+```
+14. Modify **_layouts/default.html** for hiding side-header with a checkbox <br />
+    see [_layouts/default.html](https://github.com/rkuo2000/AI-course/blob/gh-pages/_layouts/default.html) for detail
+
+### Run on localhost
+```
+cd ~/Desktop/Robotics/
+rm Gemfile.lock` # for the first-time
+jekyll serve
+```
+
+* Open Browser at* **localhost:4000**<br>
+
+### Open Github Page    
+* Click [https://yourname.github.io/yourpagename](https://rkuo2000.github.io/AI-course) 
+
+<br>
+<br>    
+
+
+
diff --git a/_posts/2024-08-01-AI-Brief.md b/_posts/2024-08-01-AI-Brief.md
diff --git a/_posts/2024-08-01-AI-Hardwares.md b/_posts/2024-08-01-AI-Hardwares.md
diff --git a/_posts/2024-08-01-PC-Softwares.md b/_posts/2024-08-01-PC-Softwares.md
@@ -0,0 +1,144 @@
+---
+layout: post
+title: PC softwares
+author: [Richard Kuo]
+category: [Lecture]
+tags: [jekyll, ai]
+---
+
+Colab, Notepad++, Git-for-Windows, Python3-for-Windows, GPU libraries (CUDA & CuDNN), etc.
+
+---
+## 雲端平台
+
+### [Google Colab 新手的入門教學](https://tw.alphacamp.co/blog/google-colab)
+
+### [Kaggle 使用介紹](https://rkuo2000.github.io/AI-course/lecture/2023/12/01/Kaggle-Intro.html)
+
+---
+## 程式語言
+
+### [Python Programming](https://www.programiz.com/python-programming)
+
+### [Python Tutorials](https://www.w3schools.com/python/python_intro.asp)
+
+---
+## 程式編輯器
+
+### For Windows
+* Download [Notepad++ v8.6.9](https://notepad-plus-plus.org/downloads/)
+
+### For Ubuntu / MacOS
+* **nano** (for Ubuntu / MacOS)
+* **vim** (for Ubuntu / MacOS)
+
+---
+## Linux作業系統模擬器
+
+### [Git-for-Windows](https://gitforwindows.org/)
+
+---
+### [Linux Command 命令列指令與基本操作入門教學](https://blog.techbridge.cc/2017/12/23/linux-commnd-line-tutorial/)
+* `ls -l` (列出目錄檔案)<br>
+* `cd ~` (換目錄)<br>
+* `mkdir new` (產生新檔案夾)<br>
+* `rm file_name` (移除檔案)<br>
+* `rm –rf directory_name` (移除檔案夾)<br>
+* `df .` (顯示SSD/硬碟的用量)<br>
+* `df -a` (顯示所有儲存裝置的用量)<br>
+* `du –sh directory` (查看某檔案夾之儲存用量)<br>
+* `free` (檢查動態記憶體用量)<br>
+* `ps –a`   (列出正在執行的程序)<br>
+* `kill -9 567`  (移除程序 id=567)<br>
+* `cat /etc/os-release` (列出顯示檔案內容，此檔案是作業系統版本)<br>
+* `vi file_name` (編輯檔案)<br>
+* `nano file_name` (編輯檔案)<br>
+* `clear` (清除螢幕顯示)<br>
+* `history` (列出操作記錄)<br>
+
+### [GNU / Linux 各種壓縮與解壓縮指令](https://note.drx.tw/2008/04/command.html)
+
+---
+### GPU 工具箱與函式庫
+* [CUDA Toolkit](https://developer.nvidia.com/cuda-toolkit) 
+  - [CUDA installation](https://docs.nvidia.com/cuda/cuda-installation-guide-microsoft-windows/index.html)
+* [CuDNN](https://developer.nvidia.com/cudnn)
+  - [cuDNN installation](https://docs.nvidia.com/deeplearning/cudnn/install-guide/index.html)
+
+---
+## Python 解譯器與軟體包
+
+### [Python3 for Windows](https://www.python.org/downloads/windows/) ~  Python 3.11.9 (windows installer 64-bit)
+
+### [Windows 如何安裝Python3.11](https://ailog.tw/lifelog/2023/01/30/win-python311/#google_vignette)
+
+---
+### Ubuntu OS
+`$ python3 -V`<br>
+
+**Ubuntu 20.04 LTS**<br>
+Python 3.8.10<br>
+
+**Ubuntu 22.04 LTS**<br>
+Python 3.10.12<br>
+
+**Ubuntu 24.04 LTS**<br>
+Python 3.12.3
+
+---
+### Install Python packages 
+啟動 GitBash (啟動 Linux終端機)<br>
+
+`python3 -V`<br>
+`python3 –m pip install --upgrade pip`<br>
+`pip -V`<br>
+`pip install jupyter`<br>
+`pip install pandas`<br>
+`pip install matplotlib pillow imutils`<br>
+`pip install opencv-python`<br>
+`pip install scikit-learn`<br>
+`git clone https://github.com/rkuo2000/cv2`<br>
+
+
+---
+### PyTorch
+#### [Get-Started](https://pytorch.org/get-started/locally/)<br>
+#### [PyTorch Tutorials](https://pytorch.org/tutorials/)
+`pip install torch torchvision torchaudio`<br>
+
+---
+### Tensorflow
+#### [Tensorflow Turorials](https://www.tensorflow.org/tutorials)
+`pip install tensorflow`<br>
+
+---
+## LLM 安裝
+
+### Ollama
+
+#### [download Ollama on Windows](https://ollama.com/download/windows)
+**Blog** [How to run Ollama on Windows](https://medium.com/@researchgraph/how-to-run-ollama-on-windows-8a1622525ada)<br>
+
+#### [download Ollama on Mac](https://ollama.com/download/mac)
+
+#### [download Ollama on Linux](https://ollama.com/download/linux)
+`curl -fsSL https://ollama.com/install.sh | sh`<br>
+
+```
+ollama -h
+ollama -v
+ollama pull tinyllama
+ollama list
+ollama run tinyllama
+```
+
+**[ollama library](https://ollama.com/library)**<br>
+
+---
+### [LM Studio](https://lmstudio.ai/)
+
+<br>
+<br>
+
+*This site was last updated {{ site.time | date: "%B %d, %Y" }}.*
+
diff --git a/_posts/2024-08-02-Kaggle-Intro.md b/_posts/2024-08-02-Kaggle-Intro.md
@@ -0,0 +1,131 @@
+---
+layout: post
+title: Kaggle Introduction
+author: [Richard Kuo]
+category: [Lecture]
+tags: [jekyll, ai]
+---
+
+Kaggle.com 人工智慧競賽的雲端平台, 提供免費使用 CPU / GPU / TPU
+
+---
+## Kaggle.com
+人工智慧競賽的雲端平台, 提供免費的CPU / GPU / TPU<br>
+* CPU: Xeon 2.20GHz x4 [CPU Kernel Specs](https://www.kaggle.com/code/rkuo2000/cpu-kernel-specs)
+
+* GPU P100: Nvidia Tesla P100-PCIE-16GB [GPU Checkup](https://www.kaggle.com/rkuo2000/gpu-checkup)
+![](https://tpucdn.com/gpu-specs/images/c/2888-front.small.jpg)
+
+* GPU T4 x2: Nvidia Tesla T4 x2 [GPU Checkup](https://www.kaggle.com/rkuo2000/gpu-checkup)
+![](https://tpucdn.com/gpu-specs/images/c/3316-front.small.jpg)
+
+* TPU: Google TPU VM v3-8 (8 cores)
+![](https://storage.googleapis.com/kaggle-media/tpu/tpu_rule_of_thumb.png)
+
+---
+### Sign-In
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle.png?raw=true)
+* Register> Register with Google
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Register.png?raw=true)
+* Sign-In> Sign In with Google
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Sign_In.png?raw=true)
+* kaggle.com/yourname
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_home.png?raw=true)
+
+---
+### Code (程式碼)
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Code.png?raw=true)
+
+`+ New Notebook`
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_+New_Notebook.png?raw=true)
+* rename notebook
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_rename_notebook.png?raw=true)
+* delete cell
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_delete_cell.png?raw=true)
+* Settings (**Internet on**)
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Settings.png?raw=true)
+* key-in command `!lscpu`
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_keyin_command.png?raw=true)
+* session operations
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_session_operations.png?raw=true)
+* start session 
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_session_starting.png?raw=true)
+* Run> Run current Cell
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Run_current_cell.png?raw=true)
+* Restart & Clear Cell Outputs
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Restart_Clear_Cell_Outputs.png?raw=true)
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Restart_clear_cell_outputs.png?raw=true)
+* Edit & Run
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_edit_and_run.png?raw=true)
+* `+ Code`
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_add_code.png?raw=true)
+* Accelerator 
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Accelerator.png?raw=true)
+* Turn on GPU
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Turn_on_GPU.png?raw=true)
+* Run All
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_run_all.png?raw=true)
+* Save Version
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Save_Version.png?raw=true)
+* Save & Run All (Commit) 
+`Save`
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Save_and_Run_All.png?raw=true)
+* Go to Viewer
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Go_to_Viewer.png?raw=true)
+* Share> 
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Share.png?raw=true)
+* Share> Public
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Share_Public.png?raw=true)
+`Save`<br>
+
+---
+### Dataset (資料集)
+* Datasets
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Datasets.png?raw=true)
+* `+ New Dataset`<br>
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_New_Dataset.png?raw=true)
+* keyin name of Dataset, and set to Public
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_New_Dataset_keyin_name.png?raw=true)
+* Drag and drop files 
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_New_Dataset_drag_and_drop_files.png?raw=true)
+`Create`<br>
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_New_Dataset_create_success.png?raw=true)
+* `Go to Dataset`<br>
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Go_to_Dataset.png?raw=true)
+
+---
+### Notebook (筆記本)
+* Search [kaggle.com/rkuo2000/code](https://kaggle.com/rkuo2000/code]
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Code_search.png?raw=true)
+
+* [Easy Net](https://www.kaggle.com/code/rkuo2000/easy-net)
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Code_Easy_Net.png?raw=true)
+`Copy & Edit`<br>
+* Run All
+
+---
+### Import Notebook
+* File> Import Notebook
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_File_import_notebook.png?raw=true)
+* drag file to import
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_import_notebook.png?raw=true)
+
+---
+## Neural Network (神經網路)
+
+### Easy Net
+1 neuron to learn Linear equation: Y= 0.1*X +0.3
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Easy_Net.png?raw=true)
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Easy_Net_plot_prediction.png?raw=true)
+
+---
+### Hidden Net
+10 neurons to learn parabola equestion: Y = X^2
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Hidden_Net.png?raw=true)
+![](https://github.com/rkuo2000/AI-course/blob/main/images/Kaggle_Hidden_Net_plot_prediction.png?raw=true)
+
+<br>
+<br>
+
+*This site was last updated {{ site.time | date: "%B %d, %Y" }}.*
+