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Machine Learning & AI Roadmap, Projects, ...only a few problems to get…
Machine Learning & AI Roadmap
Fundamentals
Python
Python FULL COURSE
Problem Solving
Image classification
Image classification FULL COURSE
Object detection
Object Detection FULL COURSE
Tools
Pytorch
Learn Pytorch in a day
Tensorflow
Tensorflow FULL COURSE
YOLOV8
Yolov8 FULL COURSE
OpenCV
OpenCV FULL COURSE
FBprophet
Forecasting with the FB Prophet Model
Hugging Face
Hugging Face course
Text classification
Text classification tutorial
Time series forecasting
Time series forecasting course
Specialization
Natural Language Processing
NLP roadmap
Computer Vision
Computer vision roadmap
Audio processing
Audio processing roadmap
Robotics
Robotics roadmap
Data Science
Data science roadmap
Mathematics (optional)
Complex analysis
Complex Analysis course
Probability
Introduction to probability
Linear algebra
Linear algebra course
Calculus
Calculus course
Discrete mathematics
Discrete Math course
Differential equations
MIT Learn Differential Equations
Software skills
GitHub
Git and Github Crash Course
Databases
Database Design Course
Docker
Docker Crash Course
Cloud
BeABetterDev
Web
Code with Antonio
Scikit Learn
Scikit Learn FULL COURSE
Classification
Supervised learning
Clustering
Unsupervised learning
Dimensionality reduction
Dimensionality reduction
Metrics
Metrics
Preprocessing
Preprocessing data
Projects
Computer vision
Real Time Automatic number plate recognition with Python with AWS
Face Recognition with JavaScript
Sign language detection with Python and Scikit Learn
Train pose detection Yolov8 on custom data
Yolov8 object detection + deep sort object tracking
Chat with an image
Image generation with DreamBooth and Stable Diffusion
Computer vision web app with Python, Streamlit & Segment Anything Model
Train Yolov8 Semantic Segmentation Custom Dataset on Google Colab
Image classification WEB APP with Python and Streamlit
Data Science
Data Analysis with Python
Lego dataset analysis
Real Estate Price Prediction Project
Economic Data Analysis Project with Python Pandas
Loan Eligibility Prediction Tutorial
Solving an Impossible Riddle with Code
Exploratory Data Analysis In Python
Spotify Data Analysis Project
How to implement Random Forest from scratch with Python
Natural Language Processing
Creating a sentiment analysis synthetic dataset with ChatGPT
NLP web app
Sentiment analysis with Python NLTK Scikit Learn & ChatGPT
Summary generation web app
Building an end-to-end NLP application
Build a chatbot in Dialogflow
End To End NLP Project Implementation With Deployment
Natural Language Processing With Python and NLTK
Robotics
Robot arm tutorial
Line follower using Arduino
Drive Robot Using Inverse Kinematics in Simulink
How to make a simple Robot?
How to design Robots using MATLAB
How to make a 16x16x16 LED CUBE
Mechanical Build of the Lower Deck of the Elegoo Smart Car
Lego EV3 tutorials
Audio Processing
Sampling, Sampling Rate, Quantization
Types of Audio Features for Machine Learning
Sounds and waveforms
Extracting Mel Spectrograms with Python
How to Implement an FIR Filter in C++
Audio data processing in Python
Python Speech Recognition Tutorial
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only a few problems to get started
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This is a more comprehensive list of machine learning problems