Image Recognition for Beginners using CNN in R Studio

Rating โญ๏ธ: 4.3 out of 5
Duration โฐ: 11 hours on-demand video
Students ๐Ÿ‘จโ€๐Ÿซ: 76,420
Created by: Start-Tech Academy

What you will learn:
โญ๏ธGet a solid understanding of Convolutional Neural Networks (CNN) and Deep Learning
โญ๏ธBuild an end-to-end Image recognition project in R
โญ๏ธLearn usage of Keras and Tensorflow libraries
โญ๏ธUse Artificial Neural Networks (ANN) to make predictions


๐Ÿ”— Course link

Note: Free coupon is inserted in URL. Courses are FREE FOR FIRST 1000 enrollments

#ai #ml #neural_networks #machine_learning #data_science #deep_learning
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ARTIFICIAL INTELLIGENCE FOR BEGINNERS
Azure Cloud Advocates at Microsoft are pleased to offer a 12-week, 24-lesson curriculum all about Artificial Intelligence.

In this curriculum, you will learn:

โญ๏ธDifferent approaches to Artificial Intelligence, including the "good old" symbolic approach with Knowledge Representation and reasoning (GOFAI).

โญ๏ธNeural Networks and Deep Learning, which are at the core of modern AI. It illustrates the concepts behind these important topics using code in two of the most popular frameworks - TensorFlow and PyTorch.

โญ๏ธNeural Architectures for working with images and text. It covers recent models but may lack a little bit on the state-of-the-art.

โญ๏ธLess popular AI approaches, such as Genetic Algorithms and Multi-Agent Systems.

Course Link

#ai #ml #neural_networks #machine_learning #data_science #deep_learning
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Machine Learning Engineer Learning Path
Course Link
Hey there!!
Check out this Machine Learning Course from Google.
Here's what you can learn from it.
๐Ÿ‘ŒA Tour of Google Cloud Hands-on Labs
๐Ÿ‘ŒGoogle Cloud Big Data and Machine Learning Fundamentals
๐Ÿ‘ŒHow Google Does Machine Learning
๐Ÿ‘ŒLaunching into Machine Learning
๐Ÿ‘ŒTensorFlow on Google Cloud
๐Ÿ‘ŒFeature Engineering
๐Ÿ‘ŒMachine Learning in the Enterprise
๐Ÿ‘ŒProduction Machine Learning Systems
๐Ÿ˜ƒAnd a lot of interesting machine learning topics
Course Link

#ai #ml #neural_networks #machine_learning #data_science #deep_learning
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FREE UDEMY COURSES

Artificial Neural Networks (ANN) with Keras in Python and R

Rating
โญ๏ธ: 4.3 out of 5
Duration โฐ: 11 hours on-demand video
Students ๐Ÿ‘จโ€๐Ÿซ: 153,510
Created by: Star Tech Academy

๐Ÿ”— Course link

Marketing Analytics: Forecasting Models with Excel

Rating
โญ๏ธ: 4.5 out of 5
Duration โฐ: 7 hours on-demand video
Students ๐Ÿ‘จโ€๐Ÿซ: 134, 539
Created by: Star Tech Academy

๐Ÿ”— Course link

Decision Trees, Random Forests, Bagging & XGBoost: R Studio

Rating
โญ๏ธ: 4.6 out of 5
Duration โฐ: 6 hours on-demand video
Students ๐Ÿ‘จโ€๐Ÿซ: 60,768
Created by: Star Tech Academy

๐Ÿ”— Course link

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

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FREE DATA SCIENCE, MACHINE LEARNING AND DEEP LEARNING COURSES WITH CERTIFICATES

1) Data Science 101
Rating
โญ๏ธ: 5.6k+
Duration โฐ: 3 hours on-demand video
Course Link : Enroll Now

2) Deep Learning Fundamentals
Rating
โญ๏ธ: 5.6k+
Duration โฐ: 3 hours on-demand video
Course Link : Enroll Now

3) Game-playing AI with Swift for TensorFlow (S4TF)
Rating
โญ๏ธ: 20
Duration โฐ:4 hours of on-demand video
Course Link: Enroll Now

4) Introduction to Machine Learning with Sound
Rating
โญ๏ธ: 17.1k+
Duration โฐ: 4 hours of on-demand video
Course Link: Enroll Now

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

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TENSORFLOW FREE LEARNING RESOURCES

1) Hello, TensorFlow!
Building and training your first TensorFlow graph from the ground up.
COURSE LINK: Click Me
Source: O reily

2
) Intro to TensorFlow for Deep Learning
This course is a practical approach to deep learning for software developers
Course Link: Click Me
Source: Udacity

3) Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning
Course Link: Click Me
Source: Coursera

4) Get Started With TensorFlow
Course Link: Click Me
Source: TensorFlow

5) Tensorflow | Tensorflow Tutorial For Beginners | Intellipaat
Course Link: Click Me
Source: Intellipaat

6) Practical Machine Learning with Tensorflow
Course is jointly offered by Google and IIT Madras. After this course, the students will be able to build ML models using Tensorflow.
Course Link: Click Me
Source: NPTEL

7) TensorFlow Full Course
Course Link: Click Me
Source: Simplilearn

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

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Learn PyTorch for Deep Learning

Pytorch is a popular framework for doing Machine Learning in Python. You can use it to build data models, then ask questions of those models. If you're interested in Data Science, and know a bit of Python, this course is a solid place to start your journey. You'll code along at home as you learn about Datasets, Neural Networks, Computer Vision, and more.

Course Link

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

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Fast.AI Practical Deep Learning Course!!!
This super amazing๐Ÿ˜ฑ free course๐Ÿ˜ is designed for people with some coding experience who want to learn how to apply deep learning and machine learning to practical problems๐Ÿคฉ.

Here's what you will be learning from this course๐Ÿ˜‰:
๐Ÿ˜‡Build and train deep learning models for computer vision, natural language processing, tabular analysis, and collaborative filtering problems
๐Ÿ˜‡Create random forests and regression models
๐Ÿ˜‡Deploy models
๐Ÿ˜‡Use PyTorch, the worldโ€™s fastest growing deep learning software, plus popular libraries like fastai and Hugging Face

Course Link

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

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Introduction to Neural Networks and Deep Learning Course

Expand your knowledge and skills in Neural Networks and Deep Learning with this online free course. Build and train deep neural networks for industry-related problems using key calculations that underlie deep learning

#machine_learning #datascience #datanalysis #neural_networks #deep_learning #ai #pythoasks.

Course Link

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Udacity Artificial Intelligence Course

Here's an interesting course where youโ€™ll learn the basics and applications of AI, including: machine learning, probabilistic reasoning, robotics, computer vision, and natural language processing.

Course Link: Enroll Now

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

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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
๐Ÿ”— Course Link:

2) Data Analytics Fundamentals | Data Analytics (BigData) Online Course | AWS Training & Certification
๐Ÿ”— Course Link:

3) Math for Machine Learning | Machine Learning Online Course | AWS Training & Certification
๐Ÿ”— Course Link:

4) Machine Learning for Business Challenges | Machine Learning Online Course | AWS Training & Certification
๐Ÿ”— Course Link:

5) Linear and Logistic Regression | Machine Learning Online Course | AWS Training & Certification
๐Ÿ”— Course Link:

6) Machine Learning for Leaders | Machine Learning Online Course | AWS Training & Certification
๐Ÿ”— Course Link:

7) Data Science Capstone: Real World ML Decisions | Machine Learning Online Course | AWS Training & Certification
๐Ÿ”— Course Link

8) Computer Vision with GluonCV | Machine Learning Online Course | AWS Training & Certification
๐Ÿ”— 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 โญ๏ธ: 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
๐ŸŽฌ Watch hands-on coding-focused video tutorials
๐Ÿงฎ Practice coding with cloud Jupyter notebooks
๐Ÿ’ป Build an end-to-end real-world course project
๐Ÿ“œ Earn a verified certificate of accomplishment
๐Ÿ“Š You will solve 2 coding assignments & build a course project where you'll train ML models using a large real-world datasets
๐Ÿ”— Course Link

MIT RES.LL-005 Mathematics of Machine Learning and Big Data, IAP 2020
๐ŸŽฌ 20 video lesson
Duration โฐ: 14 hours worth of material
๐Ÿƒโ€โ™‚๏ธ Self paced
Source: MIT open courseware
๐Ÿ”— Course Link

Introduction to Machine Learning, IIT Kharagpur
๐Ÿ†“ Free Online Course
๐Ÿ’ป 44 Lecture Videos
๐Ÿƒโ€โ™‚๏ธ Self paced
Teacher ๐Ÿ‘จโ€๐Ÿซ : Prof. S. Sarkar
๐Ÿ”— Course Link

Machine Learning Crash Course
๐Ÿงฎ 30+ Exercises
โฐ 15 hours
๐Ÿ’ป Real-world case studies
๐Ÿ“œ Lectures from Google researchers
๐Ÿ“Š Interactive visualizations
๐Ÿ”— Course Link

FOUNDATIONS OF MACHINE LEARNING
by Bloomberg
Understand the Concepts, Techniques and Mathematical Frameworks Used by Experts in Machine Learning
๐ŸŽฌ 30 video lessons with slides
โฐ 28 hours
๐Ÿ”— Course Link

Introduction to Machine Learning (Fall 2020)
By Massachusetts Institute of Technology, MIT
๐ŸŽฌ Video Lectures
โฐ Length: 13 weeks
๐Ÿƒโ€โ™‚๏ธ Self paced
Source: MIT
๐Ÿ”— Course link

Introduction to Machine Learning Problem Framing
By Google

โฐ Length: 1 hour
๐Ÿƒโ€โ™‚๏ธ Self paced
Source: Google
๐Ÿ”— Course link

Undergraduate Machine Learning (Nando de Freitas/University of British Columbia)
Author: prof Nando de Freitas
๐ŸŽฌ 33 lessons
โฐ 21 hours
๐Ÿƒโ€โ™‚๏ธ Self paced
Source: YouTube
๐Ÿ”— Course link

Stanford CS224W course on graph ML
A legendary Stanford CS224W course on graph ML now releases videos on YouTube for 2021
๐ŸŽฌ 60 Videos
โฐ 30h
๐Ÿ”— 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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๐Ÿ‘‰Join @bigdataspecialist for more๐Ÿ‘ˆ
๐Ÿ˜ฑTwitter Recommendation Algorithm: Source Code๐Ÿคฉ

Twitter knows you better than you think๐Ÿ˜‰. 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 buzz๐Ÿ˜Ž.

Here's the source code to the recommendation algorithm
Githubโญ๏ธ: Link

Looking for an introduction on how the algorithm works๐Ÿ˜Ž
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 ๐Ÿ‘Œ

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

Link

Happy Learning ๐Ÿ˜ƒ

#deep_learning #machine_learning #Data_Science #interview

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โญ๏ธ 15 Best Machine Learning Cheat Sheet โญ๏ธ

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 โญ๏ธ: 4.8 out 5
Students ๐Ÿ‘จโ€๐ŸŽ“ : 5,201
Duration โฐ : 1hr 44min on-demand video
Created by ๐Ÿ‘จโ€๐Ÿซ: Onur Baltacฤฑ

๐Ÿ”— Course Link


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

Rating โญ๏ธ: 4.6 out of 5
Duration โฐ: 1hr 11min on-demand video
Students ๐Ÿ‘จโ€๐Ÿซ: 49,827
Created by: Hadelin de Ponteves, SuperDataScience Team, Ligency Team

๐Ÿ”— 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 โญ๏ธ: 4.4 out 5
Students ๐Ÿ‘จโ€๐ŸŽ“ : 103,885
Duration โฐ : 1hr 27min of on-demand video
Created by ๐Ÿ‘จโ€๐Ÿซ: Mike West

๐Ÿ”— Course Link


#Python #Libraries #Machine_Learning #programming
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