llSourcell/Learn_Machine_Learning_in_3_Months

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llSourcell/Learn_Machine_Learning_in_3_Months

llSourcell

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This is the code for "Learn Machine Learning in 3 Months" by Siraj Raval on Youtube

Learn_Machine_Learning_in_3_Months

This is the Curriculum for "Learn Machine Learning in 3 Months" this video by Siraj Raval on Youtube

Month 1

Week 1 Linear Algebra

https://www.youtube.com/watch?v=kjBOesZCoqc&index=1&list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/

Week 2 Calculus

https://www.youtube.com/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr

Week 3 Probability

https://www.edx.org/course/introduction-probability-science-mitx-6-041x-2

Week 4 Algorithms

https://www.edx.org/course/algorithm-design-analysis-pennx-sd3x

Month 2

Week 1

Learn python for data science

https://www.youtube.com/watch?v=T5pRlIbr6gg&list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU

Math of Intelligence

https://www.youtube.com/watch?v=xRJCOz3AfYY&list=PL2-dafEMk2A7mu0bSksCGMJEmeddU_H4D

Intro to Tensorflow

https://www.youtube.com/watch?v=2FmcHiLCwTU&list=PL2-dafEMk2A7EEME489DsI468AB0wQsMV

Week 2

Intro to ML (Udacity) https://eu.udacity.com/course/intro-to-machine-learning--ud120

Week 3-4

ML Project Ideas https://github.com/NirantK/awesome-project-ideas

Month 3 (Deep Learning)

Week 1

Intro to Deep Learning https://www.youtube.com/watch?v=vOppzHpvTiQ&list=PL2-dafEMk2A7YdKv4XfKpfbTH5z6rEEj3

Week 2

Deep Learning by Fast.AI http://course.fast.ai/

Week 3-4

Re-implement DL projects from my github https://github.com/llSourcell?tab=repositories

Additional Resources:

People in ML to follow on Twitter
Join the "Wizards" Slack channel

learn_math_fast

This is the Curriculum for "How to Learn Mathematics Fast" By Siraj Raval on Youtube

Learn_Data_Science_in_3_Months

This is the Curriculum for "Learn Data Science in 3 Months" By Siraj Raval on Youtube

Learn_Deep_Learning_in_6_Weeks

This is the Curriculum for "Learn Deep Learning in 6 Weeks" by Siraj Raval on Youtube

Learn_Computer_Science_in_5_Months

This is the Curriculum for "Learn Computer Science in 5 Months" By Siraj Raval on Youtube

Learn_Blockchain_in_2_months

This is the code for "Learn Blockchain in 2 Months" by Siraj Raval on Youtube

YOLO_Object_Detection

This is the code for "YOLO Object Detection" by Siraj Raval on Youtube

tensorflow_chatbot

Tensorflow chatbot demo by @Sirajology on Youtube

Learn_Computer_Vision

This is the curriculum for "Learn Computer Vision" by Siraj Raval on Youtube

Learn-Natural-Language-Processing-Curriculum

This is the curriculum for "Learn Natural Language Processing" by Siraj Raval on Youtube

Machine_Learning_Journey

This is the Curriculum for "Machine Learning Journey" By Siraj Raval on Youtube

deepfakes

This is the code for "DeepFakes" by Siraj Raval on Youtube

100_Days_of_ML_Code

These are the instructions for "100 Days of ML Code" By Siraj Raval on Youtube

How-to-Predict-Stock-Prices-Easily-Demo

How to Predict Stock Prices Easily - Intro to Deep Learning #7 by Siraj Raval on Youtube

Jupyter Notebook

Programming_Interview_Study_Plan

This is the Programming Interview Study Plan by Siraj Raval on Youtube

Reinforcement_Learning_for_Stock_Prediction

This is the code for "Reinforcement Learning for Stock Prediction" By Siraj Raval on Youtube

ChatGPT_Trading_Bot

This is the code for the "ChatGPT Trading Bot" Video by Siraj Raval on Youtube

Jupyter Notebook

capsule_networks

This is the code for "Capsule Networks: An Improvement to Convolutional Networks" by Siraj Raval on Youtube

tensorflow_image_classifier

TensorFlow Image Classifier Demo by @Sirajology on Youtube

Make_Money_with_Tensorflow_2.0

This is the code for "Make Money with Tensorflow 2.0" by Siraj Raval

Jupyter Notebook

LearnML

This is the Study Guide for Learn Machine Learning in 3 Months (PyTorch Curriculum) by Siraj Raval on Youtube

Mathematics_for_Beginners

This is the formula sheet for "Mathematics for Beginners" by Siraj Raval on Youtube

How_to_make_a_text_summarizer

This is the code for "How to Make a Text Summarizer - Intro to Deep Learning #10" by Siraj Raval on Youtube

Jupyter Notebook

Pokemon_GAN

This is the code for "Generating Pokemon with a Generative Adversarial Network" by Siraj Raval on Youtube

Watch-Me-Build-a-Trading-Bot

This is the code for "Watch Me Build a Trading Bot" by Siraj Raval on Youtube

Learn_Physics_in_2_Months

This is the curriculum for "Learn Physics in 2 Months" by Siraj Raval on Youtube

How_to_simulate_a_self_driving_car

This is the code for "How to Simulate a Self-Driving Car" by Siraj Raval on Youtube

Your_First_Decentralized_Application

This is the code for "A Guide to Building Your First Decentralized Application" by Siraj Raval on Youtube

Jupyter Notebook

AI_in_Finance

This is the code for "AI in Finance" By Siraj Raval on Youtube

The_Math_of_Intelligence

This is the Syllabus for Siraj Raval's new course "The Math of Intelligence"

tensorflow_speech_recognition_demo

This is the code for 'How to Make a Simple Tensorflow Speech Recognizer' by @Sirajology on Youtube

Convolutional_neural_network

This is the code for "Convolutional Neural Networks - The Math of Intelligence (Week 4)" By Siraj Raval on Youtube

Jupyter Notebook

AI_Startup_Prototype

This is the code for "Watch Me Build an AI Startup" By Siraj Raval on Youtube

Neural_Network_Voices

This is the code for "Neural Network Voices" by Siraj Raval on Youtube

A_Guide_to_Running_Tensorflow_Models_on_Android

This is the code for"A Guide to Running Tensorflow Models on Android" By SIraj Raval on Youtube

pose_estimation

This is the code for "Webcam Tracking with Tensorflow.js" By Siraj Raval on Youtube

Everybody_Dance_Now

This is the code for "Everybody Dance Now!" By Siraj Raval on Youtube

Q-Learning-for-Trading

ethereum_future

This is the Code for "Ethereum Future Prices" by Siraj Raval on Youtube

Jupyter Notebook

AI_Composer

AI Composer for Machine Learning for Hackers #2

How-to-Use-GitHub

This is the supplementary material for "How to Use GitHub" By Siraj Raval on Youtube

how_to_deploy_a_keras_model_to_production

This is the code for the "How to Deploy a Keras Model to Production" by Siraj Raval on Youtube

predicting_stock_prices

This is the coding challenge for "Predicting Stock Prices" by @Sirajology on Youtube

How-to-Deploy-a-Tensorflow-Model-in-Production

This is the code for the "How to Deploy a Tensorflow Model in Production" by Siraj Raval on YouTube

linear_regression_live

This is the code for the "How to Do Linear Regression the Right Way" live session by Siraj Raval on Youtube

Chatbot-AI

Chatbot AI for Machine Learning for Hackers #6

Predicting_Winning_Teams

This is the code for "Predicting the Winning Team with Machine Learning" by Siraj Raval on Youtube

Jupyter Notebook

Music_Generator_Demo

Music Generator Demo by @Sirajology on Youtube

Data_Science_Interview_Guide

These are the tips for "5 Steps to Pass Data Science Interviews" By Siraj Raval on Youtube

quantum_machine_learning

This is the code for "Quantum Machine Learning" By Siraj Raval on Youtube

AI_Freelancing

This is the code for "How to Do Freelance AI Programming" By Siraj Raval on Youtube

AI_Artist

AI Artist for Machine Learning for Hackers #5

bitcoin_prediction

This is the code for "Bitcoin Prediction" by Siraj Raval on Youtube

Jupyter Notebook

tensorflow_demo

Tensorflow Demo for my TF in 5 Min Video on Youtube

Neural_Differential_Equations

This is the code for "Neural DIfferential Equations" By Siraj Raval on Youtube

Jupyter Notebook

Stock_Market_Prediction

This is the code for "Stock Market Prediction" by Siraj Raval on Youtube

Jupyter Notebook

Build-an-AI-Startup-with-PyTorch

This is the code for 'Build an AI Startup with Pytorch" by Siraj Raval

ChatGPT_Sports_Betting_Bot

This is the code for "I Built a Sports Betting Bot with ChatGPT" by Siraj Raval on Youtube

Jupyter Notebook

Move_37_Syllabus

This is the syllabus for "Move 37", Siraj Raval's new course at School of AI

Classifying_Data_Using_a_Support_Vector_Machine

This is the code for the "Classifying Data using Gradient Descent" by Siraj Raval on Youtube

Jupyter Notebook

A-Guide-to-DeepMinds-StarCraft-AI-Environment

This is the code for "A Guide to DeepMind's StarCraft AI Environment" by Siraj Raval on Youtube

Landing-a-SpaceX-Falcon-Heavy-Rocket

This is the code for "Landing a SpaceX Falcon Heavy Rocket" By Siraj Raval on Youtube

How_to_Build_a_healthcare_startup

This is the code for "How to Build a Healthcare Startup" by Siraj Raval on Youtube

AI_For_Music_Composition

This is the code for "AI for Music Composition" by Siraj Raval on Youtube

How_to_make_a_chatbot

This is the code for "How to Make a Chatbot - Intro to Deep Learning #12' by Siraj Raval on YouTube

LSTM_Networks

This is the code for "LSTM Networks - The Math of Intelligence (Week 8)" By Siraj Raval on Youtube

Jupyter Notebook

Make_a_neural_network

This is the code for the "Make a Neural Network" - Intro to Deep Learning #2 by Siraj Raval on Youtube

AI_For_Business_Curriculum

This is the curriculum for the "AI for Business" Course By Siraj Raval on Youtube

Time_Series_Prediction

This is the code for "Time Series Prediction" By Siraj Raval on Youtube

Jupyter Notebook

3D_Pose_Estimation

This is the code for "Machine Vision" By Siraj Raval on Youtube

Financial_Forecasting_with_TensorflowJS

This is the code for "Financial Forecasting with Tensorflow.js" By Siraj Raval on Youtube

linear_regression_demo

This is the code for "How to Make a Prediction - Intro to Deep Learning #1' by Siraj Raval on YouTube

ethereum_demo

This is the code for "Ethereum Explained" by Siraj Raval on Youtube

Jupyter Notebook

chatbot_tutorial

This is the code for "Chatbot Tutorial" by Siraj Raval on Youtube

Watch-Me-Build-a-Finance-Startup

This is the code for "Watch Me Build a Finance Startup" by Siraj Raval on Youtube

word_vectors_game_of_thrones-LIVE

This is the code for the "How to Make Word Vectors from Game of Thrones (LIVE) " Siraj Raval on Youtube

Jupyter Notebook

AI_in_Medicine_Clinical_Imaging_Classification

This is the code for "AI in Medicine " By Siraj Raval on Youtube

deep_q_learning

This is the Code for "Deep Q Learning - The Math of Intelligence #9" By Siraj Raval on Youtube

Jupyter Notebook

AI_Writer

AI Writer for Machine Learning for Hackers #8

Bitcoin_Trading_Bot

This is the code for "Bitcoin Trading Bot" By Siraj Raval on Youtube

Jupyter Notebook

Unity_ML_Agents

This is the code for "Unity AI" by Siraj Raval on Youtube

how_to_convert_text_to_images

This is the code for "How to Convert Text to Images - Intro to Deep Learning #16' by Siraj Raval on YouTube

Game-AI

Game AI for Machine Learning for Hackers #3

Intro_to_the_Math_of_intelligence

This is the code for "Intro - The Math of Intelligence" by Siraj Raval on Youtube

Sentiment_Analysis

This is the code for "Sentiment Analysis - Data Lit #1" by Siraj Raval on Youtube

Jupyter Notebook

recommender_live

Jupyter Notebook

recurrent_neural_network

This is the code for "Recurrent Neural Networks - The Math of Intelligence (Week 5)" By Siraj Raval on Youtube

Jupyter Notebook

How-to-Learn-from-Little-Data

This is the code for "How to Learn from Little Data - Intro to Deep Learning #17' by Siraj Raval on YouTube

How_to_generate_music_in_tensorflow_LIVE

Kaggle_Earthquake_challenge

This is the code for the Kaggle Earthquake Challenge by Siraj Raval on Youtube

Jupyter Notebook

OpenAI_Five_vs_Dota2_Explained

This is the code for "OpenAI Five vs DOTA 2 Explained" By Siraj Raval on Youtube

Learn_Synthetic_Biology

How-to-Build-a-Biomedical-Startup

This is the code for "How to Build a Biomedical Startup" by Siraj Raval on Youtube

Gaussian_Mixture_Models

This is the code for "Gaussian Mixture Models - The Math of Intelligence (Week 7)" By Siraj Raval on Youtube

Jupyter Notebook

Make_Money_with_Tensorflow

This is the code for "Make Money with Tensorflow" by Siraj Raval on Youtube

Machine-Learning-API-Tutorial

This is the code for "Machine Learning API tutorial" By Siraj Raval on Youtube

AI_Supply_Chain

This is the code for "AI for Supply Chain" by Siraj Raval on Youtube

Jupyter Notebook

how_to_build_a_bitcoin_startup

This is the code for "How to Build a Bitcoin Startup" by Siraj Raval on Youtube

machine_learning_and_neuroscience

This is the code for "Machine Learning & Neuroscience" By Siraj Raval on Youtube

k_means_clustering

This is the code for "K-Means Clustering - The Math of Intelligence (Week 3)" By SIraj Raval on Youtube

Jupyter Notebook

alphago_demo

This is the code for "How Does DeepMind's AlphaGo Zero Work?" Siraj Raval on Youtube