Introduction to Tensorflow and Keras

Enroll in this TensorFlow and Keras course to gain in-depth knowledge of TensorFlow, Keras, Neural Networks, and CNN. Learn to solve Deep Learning problems through sample demonstrations.

Course Link

#machine_learning #datascience #datanalysis #neural_networks #deep_learning #ai #python

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Online Learning With Amazon

Amazon is now offering these free courses on its online learning platform.
If you get access to any of these courses before the 9th of December, you will have free access to those courses purchased until April 2023.
If you find any of these courses interesting, you can check out other courses for free on their platform before Dec 9.

1) The Elements of Data Science | Machine Learning Online Course | AWS Training & Certification
🔗 Course Link:

2) Data Analytics Fundamentals | Data Analytics (BigData) Online Course | AWS Training & Certification
🔗 Course Link:

3) Math for Machine Learning | Machine Learning Online Course | AWS Training & Certification
🔗 Course Link:

4) Machine Learning for Business Challenges | Machine Learning Online Course | AWS Training & Certification
🔗 Course Link:

5) Linear and Logistic Regression | Machine Learning Online Course | AWS Training & Certification
🔗 Course Link:

6) Machine Learning for Leaders | Machine Learning Online Course | AWS Training & Certification
🔗 Course Link:

7) Data Science Capstone: Real World ML Decisions | Machine Learning Online Course | AWS Training & Certification
🔗 Course Link

8) Computer Vision with GluonCV | Machine Learning Online Course | AWS Training & Certification
🔗 Course Link

#data_science #datascience #Amazon #data_analysis #machine_learning

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500+ AI, Machine learning, Deep learning ,Computer vision, NLP Projects with code

Creator: ashishpatel26
Stars ⭐️: 10.7K
Forked By: 3.2K
GitHub Repo: Link

#data_science #deep_learning #nlp #data_analysis #machine_learning #computer_vision #ai #neural_networks

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Free Machine Learning Courses

Machine Learning with Python: Zero to GBMs
🎬 Watch hands-on coding-focused video tutorials
🧮 Practice coding with cloud Jupyter notebooks
💻 Build an end-to-end real-world course project
📜 Earn a verified certificate of accomplishment
📊 You will solve 2 coding assignments & build a course project where you'll train ML models using a large real-world datasets
🔗 Course Link

MIT RES.LL-005 Mathematics of Machine Learning and Big Data, IAP 2020
🎬 20 video lesson
Duration ⏰: 14 hours worth of material
🏃‍♂️ Self paced
Source: MIT open courseware
🔗 Course Link

Introduction to Machine Learning, IIT Kharagpur
🆓 Free Online Course
💻 44 Lecture Videos
🏃‍♂️ Self paced
Teacher 👨‍🏫 : Prof. S. Sarkar
🔗 Course Link

Machine Learning Crash Course
🧮 30+ Exercises
⏰ 15 hours
💻 Real-world case studies
📜 Lectures from Google researchers
📊 Interactive visualizations
🔗 Course Link

FOUNDATIONS OF MACHINE LEARNING
by Bloomberg
Understand the Concepts, Techniques and Mathematical Frameworks Used by Experts in Machine Learning
🎬 30 video lessons with slides
⏰ 28 hours
🔗 Course Link

Introduction to Machine Learning (Fall 2020)
By Massachusetts Institute of Technology, MIT
🎬 Video Lectures
⏰ Length: 13 weeks
🏃‍♂️ Self paced
Source: MIT
🔗 Course link

Introduction to Machine Learning Problem Framing
By Google
⏰ Length: 1 hour
🏃‍♂️ Self paced
Source: Google
🔗 Course link

Undergraduate Machine Learning (Nando de Freitas/University of British Columbia)
Author: prof Nando de Freitas
🎬 33 lessons
⏰ 21 hours
🏃‍♂️ Self paced
Source: YouTube
🔗 Course link

Stanford CS224W course on graph ML
A legendary Stanford CS224W course on graph ML now releases videos on YouTube for 2021
🎬 60 Videos
⏰ 30h
🔗 Course link

Books
Mathematics for Machine Learning
Approaching (Almost) Any Machine Learning Problem
Machine Learning

GitHub Repositories
Machine Learning University: Accelerated Natural Language Processing Class
Hands on ML notebook series
Machine learning cheat sheet with code

Article
Machine Learning is Fun!

#Machine_Learning
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😱Twitter Recommendation Algorithm: Source Code🤩

Twitter knows you better than you think😉. Its recommendation algorithm analyzes your every move on the platform to curate a feed that is tailor-made for you.

From trending topics to tweets from your favorite accounts, it's all about what you want to see. With the power of machine learning, Twitter's recommendation algorithm is always evolving, ensuring that you never miss out on the latest buzz😎.

Here's the source code to the recommendation algorithm
Github⭐️: Link

Looking for an introduction on how the algorithm works😎
SEARCH NO MORE!!

#recommendation_engine #algorithm #twitter #machine_learning
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Data Science Interview Resource

Looking to ace that Data Science Interview?

This resource got you covered 👌

It covers a wide range of topics from machine learning and deep learning to probability and statistics , python and SQL .

Link

Happy Learning 😃

#deep_learning #machine_learning #Data_Science #interview

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⭐️ 15 Best Machine Learning Cheat Sheet ⭐️

1- Supervised Learning

https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/cheatsheet-supervised-learning.pdf

2- Unsupervised Learning

https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/cheatsheet-unsupervised-learning.pdf

3- Deep Learning

https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/cheatsheet-deep-learning.pdf

4- Machine Learning Tips and Tricks

https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/cheatsheet-machine-learning-tips-and-tricks.pdf

5- Probabilities and Statistics

https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/refresher-probabilities-statistics.pdf

6- Comprehensive Stanford Master Cheat Sheet

https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/super-cheatsheet-machine-learning.pdf

7- Linear Algebra and Calculus

https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/refresher-algebra-calculus.pdf

8- Data Science Cheat Sheet

https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PythonForDataScience.pdf

9- Keras Cheat Sheet

https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Keras_Cheat_Sheet_Python.pdf

10- Deep Learning with Keras Cheat Sheet

https://github.com/rstudio/cheatsheets/raw/master/keras.pdf

11- Visual Guide to Neural Network Infrastructures

http://www.asimovinstitute.org/wp-content/uploads/2016/09/neuralnetworks.png

12- Skicit-Learn Python Cheat Sheet

https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Scikit_Learn_Cheat_Sheet_Python.pdf

13- Scikit-learn Cheat Sheet: Choosing the Right Estimator

https://scikit-learn.org/stable/tutorial/machine_learning_map/

14- Tensorflow Cheat Sheet

https://github.com/kailashahirwar/cheatsheets-ai/blob/master/PDFs/Tensorflow.pdf

15- Machine Learning Test Cheat Sheet

https://www.cheatography.com/lulu-0012/cheat-sheets/test-ml/pdf/

#machine_learning #deep_learning #scikit-learn #keras
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Data Science Projects - Data Analysis & Machine Learning

Learn how to build Data Science Projects with Python. Classification, Time-Series and NLP Projects. Not for beginners.

Rating ⭐️: 4.8 out 5
Students 👨‍🎓 : 5,201
Duration ⏰ : 1hr 44min on-demand video
Created by 👨‍🏫: Onur Baltacı

🔗 Course Link


#Projects #Data_Analysis #Machine_Learning #Data_Science
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Artificial Neural Network for Regression

Rating ⭐️: 4.6 out of 5
Duration ⏰: 1hr 11min on-demand video
Students 👨‍🏫: 49,827
Created by: Hadelin de Ponteves, SuperDataScience Team, Ligency Team

🔗 Course link


#ai #ml #neural_networks #machine_learning #data_science #regression
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The Top 5 Machine Learning Libraries in Python

A Gentle Introduction to the Top Python Libraries used in Applied Machine Learning

Rating ⭐️: 4.4 out 5
Students 👨‍🎓 : 103,885
Duration ⏰ : 1hr 27min of on-demand video
Created by 👨‍🏫: Mike West

🔗 Course Link


#Python #Libraries #Machine_Learning #programming
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