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Daftar referensi tautan-tautan berguna untuk mempelajari tentang Data Science, Machine Learning, dan lainnya. Reference list of useful links to learn about Data Science, Machine Learning and more.

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Daftar referensi tautan-tautan berguna untuk mempelajari tentang Data Science, Machine Learning, dan lainnya.

Reference list of useful links to learn about Data Science, Machine Learning and more.

MACHINE LEARNING

Introduction

Articles

Intro Data Science with Siuba

AI Expert Roadmap

Introduction to AI

Welcome to Introduction to Machine Learning for Coders! taught by Jeremy Howard

Machine Learning From Scratch

FOUNDATIONS OF MACHINE LEARNING by Bloomberg

Introduction to Machine Learning

Machine learning cheat sheet

MOOC

Create machine learning models by Microsoft

Coursera : Machine Learning by AndrewNg

Stanford CS 229 ― Machine Learning

Coursera Machine Learning Foundations: A Case Study Approach

Introduction to Data Science and Machine Learning

The Missing Semester of Your CS Education by MIT

Stanford CS229: Machine Learning | Autumn 2018

Introduction to Machine Learning by Google

Tabular Data by Machine Learning University

Stat 451: Intro to Machine Learning (Fall 2020)

ML Projects

500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code

Best open-access datasets for machine learning, data science, sentiment analysis, computer vision, natural language processing (NLP), clinical data, and others.

Guide to Awesome Machine Learning Projects

The Movies Dataset

ML X ART creative machine learning experiments

ML ArtLine

ML Example Projects by Paperwithcode

10 ML Beginner Projects

Supervised Learning

Regression

Ten minutes to learn Linear regression for dummies!!!

Statistics 101: Linear Regression, The Very Basics 📈

Linear Regression Concept

The Simple Linear Regression Explanation

Classification

Machine Learning Decision Tree

Classification with TensorFlow

How to Get Started With Recommender Systems

Unsupervised Learning

NLP

Machine Learning and NLP for Students and Practitioners

Recommendations for Getting Started with NLP

Standford CS224n: Natural Language Processing with Deep Learning

CMU Multilingual NLP 2020

How to use ML to search photos by natural language?

Tracking Progress in Natural Language Processing

NLP Best Practices

Modern Deep Learning Techniques Applied to Natural Language Processing

Build, train and deploy state of the art models powered by the reference open source in natural language processing.

The Big Bad NLP Database

A Survey of Surveys (NLP & ML)

Neural Networks

A Recipe for Training Neural Networks

Convolutional Neural Nets: Foundations, Computations, and New Applications by Cornell University

Non-linearities in Neural Networks

Deep Learning

MIT 6.S191 Introduction to Deep Learning

Literature of Deep Learning for Graphs

Awesome Pytorch List

ML Visuals

Deep Learning (with PyTorch)

Deep Learning for Computer Vision

Lectures for UC Berkeley CS 285: Deep Reinforcement Learning.

Full Stack Deep Learning Youtube Channel

PROGRAMMING LANGUAGES

PYTHON

Beginner

Python Basics : Learn Python Programming

Coursera Algorithms Specialization

Google's Python Class

PYTHONINDO

BELAJARPYTHON

FreeCodeCamp Introduction to Python for Everybody

Python Getting Started

Python Basic Exercise for Beginners

Intermediate

Beginner Python exercises

Edabit Python Challenges

NumPy Illustrated: The Visual Guide to NumPy

Learning Python for Data Analysis and Visualization

Code Combat

ML With Python

Introduction to TensorFlow

Machine Learning Crash Course

Lectures of Linear Algebra with Python

Best-of Machine Learning with Python

Harvard CS109 Data Science

Linear Regression in Python

Coursera Statistics with Python Specialization

Introduction to Linear Algebra for Applied Machine Learning with Python

Linear Regression for Absolute Beginners with Implementation in Python!

MATHEMATICS

Linear Algebra

Khan Academy : Linear Algebra

Ritchieng : Linear Algebra for Machine Learning

DIDL : Linear Algebra

Pabloinsente : Linear Algebra

MIT Open Courseware : Linear Algebra

Mathematics for Machine Learning - Linear Algebra

Statistics & Probability

StatQuest : Statistics Fundamentals

Udacity : Intro to Statistics

StatQuest : Linear Regression & Linear Model

EDX Data Science: Probability

An Intuitive Introduction to Probability

Probabilistic Machine Learning: An Introduction

Calculus

EDX MathTrackX: Differential Calculus

ML Glossary : Calculus

Youtube Channel KALKULUS

Mathematics for Machine Learning - Multivariate Calculus by Imperial College London

The Matrix Calculus You Need For Deep Learning by Cornell University

Additional

Proof Index Mathematics Course

Computer Science courses with video lectures

10 Machine Learning Youtube Videos by Santiago

Coursera Introduction to Complex Analysis

Coursera Information Theory

Coursera Data Mining Specialization

Coursera Mathematics for Machine Learning Specialization

MIT Missing Semester IAP 2020

Books

The Hundred Page Machine Learning Book

Ebook Programming Gratis by DeepTech

Mathematics for Machine Learning Ebook Pdf

ML / AI Books Recommendation

Bayesian Books Recommendation

Programming Recommendation Books

Rekomendasi Buku Python Bahasa Indonesia by DeepTech Twitter

Amazon Deep Learning for Coders with fastai and PyTorch: AI Applications Without a PhD

Other References

Data Science Learning Path

Path to a free self-taught education in Data Science! by Open Source Society University

Course Recommendations for Introductory Machine Learning

Homemade Machine Learning

Kumpulan kuliah bagus di Stanford untuk menjadi data scientist yang sakti mandraguna

Machine Learning, Deep Learning, and Computer Vision References

15 Trending Data Science GitHub Repositories you can not miss in 2017

10 Popular Data Science Resources on Github

Github Data-Science-References

Github Data Science Collected Resources

Github Data-Science-Resources

50 FREE Artificial Intelligence, Computer Science, Engineering and Programming Courses from the Ivy League Universities

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