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AI Letures

Table of Contents

AI Knowledge My Notion Site Status
PyTorch Notebook for PyTorch 🚀
Algorithms and Data Structures Notebook for this title 🚀
Sciki-learn ⏭🔧
Pandas
OpenCV 👍
Python Pillow 👍
Docker
YOLO
R
Tensorflor 2.0 Keras
Web-backend My Projects Status
Python APIs | Backend 👍
Database 👍

Pytorch

Channel Description Link Language Status
FreeCodeCamp.org 25 hours PyTorch for Deep Learning & Machine Learning – Full Course English
AssemblyAI 50 min PyTorch Crash Course - Getting Started with Deep Learning English
Pytorch.org documentations Tutorial from pytorch.org English 👍
Pytorch.org PyTorch API Research Python API on PyTorch English 👍
AssemblyAI Serial lession Pytorch Tutorial English 🫰
Patrick Loeber 4:35 hours Deep Learning With PyTorch - Full Course English 🫰

Algorithms and Data Structures in Python

Channel Description Link Language Status
FreeCodeCamp.org 12:30 hours Data Structures and Algorithms in Python - Full Course for Beginners English
FreeCodeCamp.org 2 hours Algorithms in Python – Full Course for Beginners English
FreeCodeCamp.org 5:22 hours Algorithms and Data Structures Tutorial - Full Course for Beginners English

Sciki-learn

Channel Description Link Language Status
FreeCodeCamp.org 18 hours - 7 months ago Machine Learning with Python and Scikit-Learn – Full Course English
FreeCodeCamp.org 2 hours - 3 years ago Scikit-learn Crash Course - Machine Learning Library for Python English

Pandas

Channel Description Link Language Status
FreeCodeCamp Data analysis ~ 10 hours Data Analysis with Python Course - Numpy, Pandas, Data Visualization English
FreeCodeCamp.org 5 hours Pandas & Python for Data Analysis by Example – Full Course for Beginners English
FreeCodeCamp.org 4:30 hours Data Analysis with Python - Full Course for Beginners (Numpy, Pandas, Matplotlib, Seaborn) English

OpenCV

Channel Description Link Language Status
Computer vision engineer 3:10 hours OpenCV tutorial for beginners | FULL COURSE in 3 hours with Python English

Python Pillow

Channel Description Link Language Status
pillow.readthedocs.io Pillow documentation All of framework Pillow in here English

Docker

Channel Description Link Language Status
DevOps Directive 4:44 hours Complete Docker Course - From BEGINNER to PRO! (Learn Containers) English
Mì AI 1 hour Tìm hiểu các thao tác cơ bản với Docker - Mì AI Vietnamese
FullstacKAGE 16 min Hướng dẫn sử dụng Docker Compose (Dev/Test sử dụng Docker) Vietnamese

YOLO

Channel Description Link Language Project Status
Code In a Jiffy 4:30 hours Build an AI/ML Football Analysis system with YOLO, OpenCV, and Python English HODUCVU/Football-Analysis-with-YOLO
Code In a Jiffy 4:41 hours Build an AI/ML Tennis Analysis system with YOLO, PyTorch, and Key Point Extraction English

R

Channel Description Link Language Status
FreeCodeCamp.org 2:10 hours R Programming Tutorial - Learn the Basics of Statistical Computing English
Great Learning 2:20 hours R Language For Beginners In Hindi | R Tutorial | Learn R Programming In 2 Hours | Great Learning English
Rajendra Choure 30 min Learn to plot Data Using R and GGplot2: Import, manipulate , graph and customize the plot, graph English
R Programming 101 30 min ggplot for plots and graphs. An introduction to data visualization using R programming English

Tensorflor 2.0 Keras

Channel Description Link Language Status
codebasics Serial Lession Deep Learning With Tensorflow 2.0, Keras and Python English

Python APIs | Backend

Channel Description Link Language Status
FreeCodeCamp Learn through project ~ 10 hours Learn Python Backend Development by Building 3 Projects [Full Course] English 👍
FreeCodeCamp Basic ~ 19 hours Python API Development - Comprehensive Course for Beginners English 🤯
FreeCodeCamp | Harvard CS50’s Basic to Advance and How to connect all together ~ 14 hours (From Harvard university) Harvard CS50’s Web Programming with Python and JavaScript – Full University Course English 👍 How exciting hhaaa.
FreeCodeCamp Learn Django ~ 18 hours and 30 minutes Django For Everybody - Full Python University Course) English
FreeCodeCamp Learn Django ~ 10 hours Python Backend Web Development Course (with Django) English
Tech With Tim Connect to front-end (React) ~ 2.22 hours Django & React Web App Tutorial - Authentication, Databases, Deployment & More... English
FreeCodeCamp ≈ 4 hours API integration Course – Modern Python with FastAPI English

Database

Channel Description Link Language Status
FreeCodeCamp ~ 20 hours | Begin with this (All of data analysis for beginner (include python pandas...) Data Analyst Bootcamp for Beginners (SQL, Tableau, Power BI, Python, Excel, Pandas, Projects, more) English :shipit:
FreeCodeCamp ~ 25 hours (include 2 parts) | Learn detail about various database tools Database Systems - Cornell University Course (SQL, NoSQL, Large-Scale Data Analysis) English 👍
FreeCodeCamp ~ 11 hours | I think this course research so detail about SQL (if you just want to focus only SQL, well, begin with this course) Intuitive SQL For Data Analytics - Tutorial English 🔰
FreeCodeCamp ~ 1 hour | The ways to deploy a web or app How to Deploy a Web App Using Multiple Methods (Azure, Render, MongoDB Atlas, Koyeb, and more ) English 🤯

Besides

channel Description Link Language
FreeCodeCamp.org How to using vector database Vector Search RAG Tutorial – Combine Your Data with LLMs with Advanced Search English
FreeCodeCamp.org Advance for Python (in 5:55:55 hours) Intermediate Python Programming Course English
Dave Ebbelaar Set up Environment (just easy) How to Set up VS Code for Data Science & AI English
Việt Nguyễn AI I think this video is good to begin your journey Full lộ trình để trở thành 1 AI engineer Vietnamese
AICodeKing Know more about tool for AI LightningAI: STOP PAYING for Google's Colab with this NEW & FREE Alternative (Works with VSCode) English
HoleTex Learn more about GitHub Github Actions - CI/CD Vietnamese

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