Lazy Programmer

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Deep Learning Courses

Not sure what order to take the courses in?

Check out this helpful visual guide: https://deeplearningcourses.com/course_order

Also see:

What is Computer Vision? Guide to learning path for how to master Computer Vision with Deep Learning

What is Natural Language Processing (NLP)? Guide to learning path for how to master NLP with Deep Learning

What is Reinforcement Learning (RL)? Guide to learning path for how to master Reinforcement Learning with Deep Learning

Path to mastering Artificial Intelligence (AI) for Business Applications (Recommender Systems, A/B Testing, Supervised Machine Learning, Clustering)

 

---Courses by the LazyProgrammer---

The best coupons you can get are the ones you get from me personally – just shoot me an email and ask. I will always give you a better discount than any currently existing coupon or site-wide promo.

The Numpy Stack in Python (Deep Learning Prerequisites)

numpy_small

Linear Regression in Python (Deep Learning pt -1)

linear

Logistic Regression in Python (Deep Learning part 0)

logistic

Deep Learning in Python (Deep Learning part 1)

deep1

Practical Deep Learning in Theano and TensorFlow (Deep Learning part 2)

deep2

Convolutional Neural Networks in Theano and TensorFlow (Deep Learning part 3)

cnn

Unsupervised Deep Learning in Python (Deep Learning part 4)

unsupervised2

Recurrent Neural Networks in Python (Deep Learning part 5)

neurons

Advanced Natural Language Processing in Python (Deep Learning part 6)

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Artificial Intelligence: Reinforcement Learning in Python

rl_wide

Advanced AI: Deep Reinforcement Learning in Python (Deep Learning part 7)

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Deep Learning: GANs and Variational Autoencoders (Deep Learning part 8)

gan

Deep Learning: Advanced Computer Vision (Deep Learning part 9)

advancedcv

Deep Learning: Advanced NLP and RNNs (Deep Learning part 10)

nlp3

Recommender Systems and Deep Learning in Python

recommenders

Easy Natural Language Processing in Python

nlp

Cluster Analysis and Unsupervised Machine Learning in Python

unsupervised1

Data Science: Supervised Machine Learning in Python

supervised-ml-small

Unsupervised Machine Learning: Hidden Markov Models in Python

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Bayesian Machine Learning in Python: A/B Testing

blog_ab_testing

Ensemble Machine Learning in Python: Random Forest and AdaBoost

ensembles

SQL for Marketers: Dominate Big Data Analytics, Data Science, and Big Data

sql

 

---Other Resources---

Learn Apache Spark from Scratch

Udemy Link

Apache Hadoop – Machine Learning and Hadoop Eco System

Udemy Link

Cluster Analysis Motivation, Theory & Practical Application

Udemy Link

From 0 to 1: Machine Learning, NLP & Python-Cut to the Chase

Udemy Link

Logistic Regression (Credit Scoring) Modeling using SAS

Udemy Link

 

A lot of people ask me where they can learn the prerequisites to machine learning. Here you go!

Calculus 1

Udemy Link

Calculus 2

Udemy Link

Calculus 3

Udemy Link

Linear Algebra 1

Udemy Link

Linear Algebra 2

Udemy Link

Python Programming

Udemy Link

Probability (Option 1)

Udemy Link

Probability (Option 2)

Udemy Link

Probability (Option 3)

Udemy Link

 

Books on how to learn data science