hoducvu / mydocuments-ai

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
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

LeetCode, HackerRank

• How to Use LeetCode Effectively
• How I would learn Leetcode if I could start over
• Practice on Leetcode.com

Interview

• Introducing yourself in English VyVocab
• Interview Questions and Answers! (How to PASS a JOB INTERVIEW!)
• How to Land a 100K/yr Tech Job - 10 Strategies
• Machine Learning Interview Questions and Answers | Machine Learning Interview Preparation | Edureka
• Software Engineering Job Interview – Full Mock Interview
• How I Got Good at Coding Interviews