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Discover powerful insights with Python, Machine Learning, Coding, and Rโ€”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/

1โƒฃ Set up basic search functionality with Q objects

2โƒฃ Add full-text search with Postgres

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

https://t.me/CodeProgrammer

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๐Ÿ”ฅ Data science path without complexity (Data Science Roadmap):

๐Ÿ‘จโ€๐Ÿ’ป Programming:
Python ๐Ÿ
R ๐Ÿ“Š
Java โ˜•
SQL ๐Ÿ“‚

๐Ÿ“Š Mathematical foundations:
Statistics ๐Ÿ“ˆ
Linear algebra ๐Ÿ”ข
Differentiation and integration
Classification mathematics ๐Ÿ“

๐Ÿ“ˆ Data analysis:
Feature Engineering ๐Ÿ› ๏ธ
Data Wrangling ๐Ÿ“‘
Interpretative data analysis (EDA) ๐Ÿ”

๐Ÿค– Machine Learning:
Classification ๐Ÿท๏ธ
Regression ๐Ÿ“ˆ
Reinforcement Learning ๐ŸŽฎ
Deep Learning ๐Ÿง 
Dimensionality Reduction ๐Ÿ”
Clustering ๐Ÿงฉ

๐Ÿ•ธ๏ธ Collect data from the web:
Beautiful Soup ๐Ÿฒ
Scrapy ๐Ÿ•ท๏ธ
URLLIB ๐ŸŒ

๐Ÿ“Š Graphical visualization:
Tableau ๐Ÿงฎ
D3.js ๐ŸŒ
Scatter Plot ๐Ÿ“ˆ
Power BI ๐Ÿ“‰
ggplot2 ๐Ÿ“Š

๐Ÿš€ 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, youโ€™ll learn how to:

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

https://realpython.com/python-code-image-generator/
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๐Ÿค—๐Ÿ–ฅ Text To Image With Hugging Face

๐Ÿ“Œ Model: https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0

https://t.me/CodeProgrammer

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๐Ÿ‘จ๐Ÿปโ€๐Ÿ’ป 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

โ”Œ ๐Ÿท RStudio conf 2022
โ”” ๐Ÿ“š 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 :

โ”Œ ๐Ÿท Two FREE online textbooks R
โ”œ ๐Ÿ“˜ Regression Modeling with R
โ”” ๐Ÿ“• Graphs & Networks with R

https://t.me/CodeProgrammer
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+160 Data Science Projects You Can Try with Python

+160 Data Science Projects solved & explained with Python

โ”Œ ๐Ÿท Data Science Projects with Python
โ”” ๐Ÿ“Š +160 Data Science Projects

โœ… https://t.me/CodeProgrammer
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๐Ÿค– 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

๐Ÿ”— GitHub: https://github.com/patchy631/machine-learning/tree/main

โญ๏ธ https://t.me/DataScienceT
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โœ… The best sources for downloading datasets for free

โ”Œ ๐Ÿท Real world data
โ”œ
โ—ผ๏ธ Data.gov
โ”œ โ—ป๏ธ Kaggle
โ”œ โ—ผ๏ธ Dataset Search
โ”œ โ—ป๏ธ DataHub
โ”œ โ—ผ๏ธ Earth Data
โ”” โ—ป๏ธ WHO data repository

โญ๏ธ https://t.me/CodeProgrammer
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โ˜‘๏ธ IBM Free course: Python Basics for Data Science

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

โญ๏ธ https://t.me/CodeProgrammer
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๐Ÿ–ฅ Extracting Tables from a PDF

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

โญ๏ธ 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/

โญ๏ธ https://t.me/CodeProgrammer

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