👨🏻‍💻 Data science researcher Keith McNulty has published the complete content of the R for People Analytics course online for free . The content of this course includes:

1) All textbooks + slides during the course
2) Interactive exercises using RStudio Cloud
3) Course project datasets

┌ 🏷 RStudio conf 2022
└ 📚 R for People Analytics

This course contains resources that mainly focus on R. For a deeper understanding of working with R for data analysts, McNulty has made two of his textbooks free :

┌ 🏷 Two FREE online textbooks R
├ 📘 Regression Modeling with R
└ 📕 Graphs & Networks with R

https://t.me/CodeProgrammer

+160 Data Science Projects You Can Try with Python

+160 Data Science Projects solved & explained with Python

┌ 🏷 Data Science Projects with Python
└ 📊 +160 Data Science Projects

✅ https://t.me/CodeProgrammer

🤖 Machine Learning Tutorials Repository

1. Python
2. Computer Vision: Techniques, algorithms
3. NLP
4. Matplotlib
5. NumPy
6. Pandas
7. MLOps
8. LLMs
9. PyTorch/TensorFlow

git clone https://github.com/patchy631/machine-learning

🔗 GitHub: https://github.com/patchy631/machine-learning/tree/main

⭐️ https://t.me/DataScienceT

✅ The best sources for downloading datasets for free

┌ 🏷 Real world data
├ ◼️ Data.gov
├ ◻️ Kaggle
├ ◼️ Dataset Search
├ ◻️ DataHub
├ ◼️ Earth Data
└ ◻️ WHO data repository

⭐️ https://t.me/CodeProgrammer

☑️ IBM Free course: Python Basics for Data Science

Course Link: https://www.edx.org/learn/python/ibm-python-basics-for-data-science

⭐️ https://t.me/CodeProgrammer

🖥 Extracting Tables from a PDF

Code: https://github.com/jsvine/pdfplumber

⭐️ https://t.me/CodeProgrammer

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Free Datasets to practice data science projects

1. Enron Email Dataset

Data Link: https://www.cs.cmu.edu/~enron/

2. Chatbot Intents Dataset

Data Link: https://github.com/katanaml/katana-assistant/blob/master/mlbackend/intents.json

3. Flickr 30k Dataset

Data Link: https://www.kaggle.com/hsankesara/flickr-image-dataset

4. Parkinson Dataset

Data Link: https://archive.ics.uci.edu/ml/datasets/parkinsons

5. Iris Dataset

Data Link: https://archive.ics.uci.edu/ml/datasets/Iris

6. ImageNet dataset

Data Link: http://www.image-net.org/

7. Mall Customers Dataset

Data Link: https://www.kaggle.com/shwetabh123/mall-customers

8. Google Trends Data Portal

Data Link: https://trends.google.com/trends/

9. The Boston Housing Dataset

Data Link: https://www.cs.toronto.edu/~delve/data/boston/bostonDetail.html

10. Uber Pickups Dataset

Data Link: https://www.kaggle.com/fivethirtyeight/uber-pickups-in-new-york-city

11. Recommender Systems Dataset

Data Link: https://cseweb.ucsd.edu/~jmcauley/datasets.html

Source Code: https://bit.ly/37iBDEp

12. UCI Spambase Dataset

Data Link: https://archive.ics.uci.edu/ml/datasets/Spambase

13. GTSRB (German traffic sign recognition benchmark) Dataset

Data Link: http://benchmark.ini.rub.de/?section=gtsrb&subsection=dataset

Source Code: https://bit.ly/39taSyH

14. Cityscapes Dataset

Data Link: https://www.cityscapes-dataset.com/

15. Kinetics Dataset

Data Link: https://deepmind.com/research/open-source/kinetics

16. IMDB-Wiki dataset

Data Link: https://data.vision.ee.ethz.ch/cvl/rrothe/imdb-wiki/


17. Color Detection Dataset

Data Link: https://github.com/codebrainz/color-names/blob/master/output/colors.csv


18. Urban Sound 8K dataset

Data Link: https://urbansounddataset.weebly.com/urbansound8k.html

19. Librispeech Dataset

Data Link: http://www.openslr.org/12

20. Breast Histopathology Images Dataset

Data Link: https://www.kaggle.com/paultimothymooney/breast-histopathology-images

21. Youtube 8M Dataset

Data Link: https://research.google.com/youtube8m/

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Programming for everybody (getting started with python)

Free course from coursera:
https://www.coursera.org/learn/python

⭐️ https://t.me/CodeProgrammer

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This channels is for Programmers, Coders, Software Engineers.

0- Python
1- Data Science
2- Machine Learning
3- Data Visualization
4- Artificial Intelligence
5- Data Analysis
6- Statistics
7- Deep Learning
8- programming Languages

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🖥 Harvard's popular CS50 series has an intro to Python course taught by David J. Malan himself.

Harvard's popular CS50 course series includes an Introduction to Python course taught by David Jay Malan himself.

The course covers Python fundamentals such as loops and conditions, and writing and using APIs.

Along the way, you'll build an application using frameworks such as Django and React.

Course: https://cs50.harvard.edu/python/2022/

Videos: https://www.youtube.com/watch?v=nLRL_NcnK-4

👌 https://t.me/CodeProgrammer

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CS25: Transformers United V3

New lectures on the course on Transformers from Stanford! Stanford CS 25 " Transformers United " featured celebrity guests such as Andriy Karpaty, Noam Brown, Lukas Beyer and Geoff Hinton himself!

A new report has been released on the creation and recipes for creating universal AI agents in open worlds:

🟢 MineDojo : an open framework and multimodal database for training Minecraft agents.

🟢 Voyager : agent for lifelong learning in Minecraft based on LLM.

🟢 Eureka: GPT-4 develops reward functions to teach a robot hand to turn a knob.

🟢 VIMA : one of the earliest multimodal LLMs.

🟢A look into the future: promising areas of research.

☑️ Slides : https://drive.google.com/file/d/1lWIhijUaTZkkWOC_YwZHMoI0h7EAWVPL/view

📑 Lectures : https://web.stanford.edu/class/cs25

👌 https://t.me/CodeProgrammer

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We launched a donation campaign for our channels, contribute if you can

PayPal: https://www.paypal.me/HusseinSheikho

Or MasterCard:
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📌 Convert CSV to JSON

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