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Prof. Dr. Ingo Claßen
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Courses
Scikit-learn course
(link)
Introduction to Machine Learning - Raschka
(link)
Introduction to Deep Learning - Raschka
(link)
Hugging Face Course
(link)
Functions, Tools and Agents with LangChain
(link)
Building Your Own Database Agent
(link)
Time Series - Kaggle
(link)
Dive into Deep Learning
(link)
CS231n: Convolutional Neural Networks for Visual Recognition
(link)
DEEP LEARNING - LeCun, Canziani
(link)
NLP Zero to One: Full Course
(link)
Mathematical Tools for Data Science
(link)
UMass CS685 (Advanced NLP)
(link)
DeepMind x UCL | Deep Learning Lecture Series 2020
(link)
Linear Algebra - Strang Videos
(link)
Natural Language Processing
(link)
Spring 2019 Full Stack Deep Learning Bootcamp
(link)
CMU Neural Nets for NLP 2019
(link)
Stanford CS224N: NLP with Deep Learning | Winter 2021
(link)
opensap
(link)
openhpi
(link)
In-Memory Data Management
(link)
CS224n: Natural Language Processing with Deep Learning - Manning
(link)
CMU: Neural Networks for NLP - Neubig
(link)
Deep Learning for Text and Sequences Goldberg
(link)
Intro to Deep Learning with PyTorch - Udacity
(link)
Course - EE-559 – Deep Learning (Spring 2019)
(link)
Time Series video course
(link)
Books
14 Awesome Free Books for Machine Learning, Deep Learning & Reinforcement Learning
(link)
An Introduction to Statistical Learning
(link)
Data Analytics - A Small Data Approach
(link)
Elements of Data Science
(link)
Interpretable Machine Learning
(link)
Mathematics for Machine Learning
(link)
Patterns, Predictions, and Actions
(link)
Pattern Recognition and Machine Learning
(link)
Probabilistic Machine Learning: An Introduction
(link)
Principles of Distributed Database Systems
(link)
Speech and Language Processing
(link)
The fastai book
(link)
The Mechanics of Machine Learning
(link)
Think Bayes 2
(link)