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Discover powerful insights with Python, Machine Learning, Coding, and R—your essential toolkit for data-driven solutions, smart alg

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Basic and Full-text Search with Django and Postgres

https://testdriven.io/blog/django-search/

1⃣ Set up basic search functionality with Q objects

2⃣ Add full-text search with Postgres

3⃣ Sort full-text search results by relevance using stemming, ranking, and weighting

https://t.me/CodeProgrammer

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🔥 Data science path without complexity (Data Science Roadmap):

👨‍💻 Programming:
Python 🐍
R 📊
Java
SQL 📂

📊 Mathematical foundations:
Statistics 📈
Linear algebra 🔢
Differentiation and integration
Classification mathematics 📐

📈 Data analysis:
Feature Engineering 🛠️
Data Wrangling 📑
Interpretative data analysis (EDA) 🔍

🤖 Machine Learning:
Classification 🏷️
Regression 📈
Reinforcement Learning 🎮
Deep Learning 🧠
Dimensionality Reduction 🔍
Clustering 🧩

🕸️ Collect data from the web:
Beautiful Soup 🍲
Scrapy 🕷️
URLLIB 🌐

📊 Graphical visualization:
Tableau 🧮
D3.js 🌐
Scatter Plot 📈
Power BI 📉
ggplot2 📊

🚀 Get ready to explore the depths of this amazing field with these amazing, free educational resources collected in this repository:
https://github.com/Moataz-Elmesmary/Data-Science-Roadmap

https://t.me/CodeProgrammer

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Build a Code Image Generator With Python

In this step-by-step tutorial, you’ll learn how to:

⭐️ Set up and run a Flask project
⭐️ Connect and style Jinja templates
⭐️ Use Playwright to create images
⭐️ Beautify code with Pygments
⭐️ Leverage sessions to save browser states
⭐️ Enhance the user experience with JavaScript

https://realpython.com/python-code-image-generator/
🤗🖥 Text To Image With Hugging Face

📌 Model: https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0

https://t.me/CodeProgrammer

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👨🏻‍💻 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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Computers are getting better than humans in classifying objects 😳💯

With Computer Vision will AI take over the planet Earth? 🤷🏻‍♂️😨

Here is a pack of 5 resources about the upcoming field - Computer Vision


What is Computer Vision?
https://data-flair.training/blogs/ai-python-computer-vision/

Computer Vision Projects
https://data-flair.training/blogs/computer-vision-project-ideas/

Road Lane line detection – Computer Vision Project in Python
https://data-flair.training/blogs/road-lane-line-detection/

Real-time Human Detection & Counting – Computer Vision Project in Python
https://data-flair.training/blogs/python-project-real-time-human-detection-counting/

Driver Drowsiness Detection – Computer Vision Project in Python
https://data-flair.training/blogs/python-project-driver-drowsiness-detection-system/

⭐️ https://t.me/CodeProgrammer

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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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Forwarded from Eng. Hussein Sheikho 👨‍💻
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

https://t.me/addlist/8_rRW2scgfRhOTc0

https://t.me/DataScienceM