Machine Learning and Deep Learning Resources for Beginner

CS7641

  1. 1 Udacity - Machine Learning 0
  2. 2 ML Note by George Kudrayvtsev 0

machine learning

  1. 2 A complete daily plan for studying to become a machine learning engineer. 0
  2. 3 Jupyter notebooks from the scikit-learn video series 0
  3. 4 Make machines learn so that you don't have to program them; The ultimate list 0
  4. 5 papers-we-love/papers-we-love 0
  5. 6 5 Ways To Understand Machine Learning Algorithms (without math) 0
  6. 7 awesome-machine-learning/books.md at master 0
  7. 8 Machine learning textbook 0

deep learning

  1. 2 Tensorflow for Deep Learning Research 0
  2. 3 Free Deep Learning Book (MIT Press) 0
  3. 4 The 9 Deep Learning Papers You Need To Know About (Understanding CNNs Part 3) 0
  4. 5 Code companion to the O'Reilly "Fundamentals of Deep Learning" book 0
  5. 6 Deep Learning papers reading roadmap for anyone who are eager to learn this amazing tech! 0
  6. 7 Hacker's guide to Neural Networks 0
  7. 8 Artificial Inteligence 0

intro

  1. 3 Machine Learning Crash Course 1 0
  2. 4 Machine Learning Crash Course 2 0
  3. 5 Machine Learning Crash Course 3 0
  4. 6 How to learn machine learning 0
  5. 7 Machine Learning is Fun!. The world’s easiest introduction to… 0
  6. 8 Machine Learning and AI Foundations 0

Thai

  1. 1 More than 50+ collections of Thai Natural Language Processing libraries. Update daily. 0
  2. 2 A Thai word tokenization library using Deep Neural Network 0
  3. 3 Make Pad Thai From few-shot learning 😉 0
  4. 4 [Pandas] บล็อกของ phyblas ;囧; いつか見えた空 ~ φυβλαςのブログ 0
  5. 5 วิธีเขียนโค้ดดึงข้อมูลหุ้นไทย ด้วยภาษา Python (แจกโค้ดฟรี) 0
  6. 6 Regression 32 Type (TH) 0
  7. 7 AI Thai Book by Dr.Boonserm 0
  8. 8 requesting and plotting data 0

data science

  1. 1 Complete List of Data Science Resources 0
  2. 2 Artificial Inteligence 0
  3. 3 DAT4- General Assembly's Data Science course in Washington, DC 0
  4. 4 DAT5 - General Assembly's Data Science course in Washington, DC 0
  5. 5 Kaggle Blog 0
  6. 6 Document Classification 0
  7. 7 Machine Learning and Deep Learning 0
  8. 8 Artificial Intelligence Tutorial 0

article

  1. 1 Machine Learning in a Year 0
  2. 2 The Hitchhiker’s Guide to Machine Learning in Python 0
  3. 3 Real World Case Studies 0
  4. 4 https://hackernoon.com/what-killed-the-curse-of-dimensionality-8dbfad265bbe 0
  5. 5 “Predictive Learning” is the New Buzzword in Deep Learning 0

notebooks

  1. 1 Google Cloud Datalab samples and documentation 0
  2. 2 Repository for materials/codes from Kording lab teaching 2016 0
  3. 3 Repository for Kording lab teaching session by Titipat and friends 0
  4. 4 My IPython notebooks. 0

tools

  1. 1 Data Scientist Workbench 0
  2. 2 Interactive tools and developer experiences for Big Data on Google Cloud Platform. 0
  3. 3 The easiest way to grab data out of a web page in Python 0

bots & NLP

  1. 1 Botkit is a toolkit for making bot applications 0
  2. 2 Top Books on Natural Language Processing 0
  3. 3 Deepcut Thai word Segmentation @ NIDA 0
  4. 4 CMU Neural Nets for NLP 2017 0

data visualization

  1. 1 Data visualization best practices 0

dataset

  1. 1 Best Public Datasets 0
  2. 2 fivethirtyeight/data 0
  3. 3 AWS Public Data Set 0
  4. 4 18 places to find data sets for data science projects 0
  5. 5 /r/datasets 0
  6. 6 Common Crawl on AWS 0
  7. 7 BBC Datasets 0

python

  1. 1 Interactive Python 3 tutorial with 100+ exercises 0
  2. 2 Python For Engineers 0
  3. 3 Learn R, Python & Data Science Online 0
  4. 4 Learn Python the Hard Way 0
  5. 5 Python Tutorial for Beginners 0
  6. 6 Pandas Data Exploration Cheat Sheet 0
  7. 7 Learn Data Science 0
  8. 8 Deep Learning in Python 0

scala

  1. 1 A (too) short introduction to Scala 0
  2. 2 Scala School 0
  3. 3 twitter/scala_school2 0
  4. 4 Scala Tutorials 0
  5. 5 Scala Tutorial 0
  6. 6 Free Courses in Data Science, AI, Cloud Computing, Containers, Kubernetes, Blockchain and more. 0
  7. 7 ReactDOM 0

statistics

  1. 1 Online Statistics Education 0
  2. 2 Online Statistics Education (pdf) 0

courses

  1. 2 Every single Machine Learning course on the internet, ranked by your reviews 0
  2. 3 Machine Learning Engineer Nanodegree 0
  3. 4 Machine Learning for Trading 0
  4. 5 Convolutional Neural Networks for Visual Recognition (Spring 2017) 0
  5. 6 YouTube 0
  6. 7 Practical Deep Learning For Coders—18 hours of lessons for free 0
  7. 8 ReactDOM 0

architecture

  1. 1 All the Apache Streaming Projects 0

Computer Vision

  1. 1 Tag images into ElasticSearch 0
  2. 2 How far are we from solving the 2D & 3D Face Alignment problem? (and a dataset of 230,000 3D facial landmarks) 0
  3. 3 2D and 3D Face alignment library build using pytorch 0
  4. 4 Skooldio สคูลดิโอ...สตูดิโอของคนอยากอัพสกิล 0
  5. 5 Cardiac MRI Segmentation 0
  6. 6 Building a Toy Detector with Tensorflow Object Detection API 0

Paper

  1. 1 Signature Verification using a "Siamese" Time Delay Neural Network 0
  2. 2 Building High-level Features Using Large Scale Unsupervised Learning 0
  3. 3 Towards Data Science 0

Reinforcement learning

  1. 1 Minimal Deep Q Learning (DQN & DDQN) implementations in Keras 0
  2. 2 Keon's Blog 0
  3. 3 Demystifying Deep Reinforcement Learning 0

Interesting Clips

  1. 1 - YouTube 0
  2. 2 How to Tell Artificial Intelligences What to Do 0
  3. 3 Stock Market Prediction 0
  4. 4 How we teach computers to understand pictures 0
  5. 5 AI expert Andrew Ng says AI is the new electricity 0
  6. 6 AI Creates 3D Models From Images 0

People

  1. 1 Yann LeCun's Home Page 0

Reading List

  1. 1 Real World Case Studies 0
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