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https://github.com/silvermete0r/31github
31 Days of Programming Challenge - Machine Learning Algorithms & Data Analysis
https://github.com/silvermete0r/31github
data-science deep-learning machine-learning python statistics streamlit tensorflow
Last synced: about 1 month ago
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31 Days of Programming Challenge - Machine Learning Algorithms & Data Analysis
- Host: GitHub
- URL: https://github.com/silvermete0r/31github
- Owner: silvermete0r
- License: apache-2.0
- Created: 2023-12-01T16:57:15.000Z (about 1 year ago)
- Default Branch: master
- Last Pushed: 2024-06-13T11:11:59.000Z (7 months ago)
- Last Synced: 2024-06-13T13:55:20.087Z (7 months ago)
- Topics: data-science, deep-learning, machine-learning, python, statistics, streamlit, tensorflow
- Language: Python
- Homepage: https://dataflow.streamlit.app/
- Size: 23 MB
- Stars: 2
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# 31 Days DS/ML Challenge
[](https://github.com/silvermete0r/31github)
[](https://github.com/silvermete0r/31github)
[](https://github.com/silvermete0r/31github)
[](https://github.com/silvermete0r/31github)
[](https://github.com/silvermete0r/31github)
31 Days of Programming Challenge - Machine Learning & Data Analysis.
* **Programming Language:** Python;
* **Framework:** Streamlit;
* **Tools:** Machine Learning, Data Analysis Libraries & Modules;
## 🧔 About Me
👋 My name is Arman, and I have accepted the challenge of 31 days of coding from [GrowthHungry](https://www.growthhungry.life/challenge)
📚 I\'m currently learning `Data Science` and `Machine Learning`.
👨💻 All of my projects are available at [my GitHub](https://github.com/silvermete0r)
[![LinkedIn][linkedin-shield]][linkedin-url]
## 📂 My Projects [#31Github Challenge]
| Title | Project | Description | Reference |
| ------- | ----------- | --------- | --------- |
| [Day_#1](https://github.com/silvermete0r/31github/blob/master/projects/day1.py) | 🏀 NBA Player Stats Explorer | This app analyzes data about NBA Basketball Player Stats in Regular Seasons! Data taken from official resource using web scraping! | Data Professor |
| [Day_#2](https://github.com/silvermete0r/31github/blob/master/projects/day2.py) | 📈 Stocks Price Web App | This app retrieves the list of the S&P 500 from Wikipedia and analyzes these companies' stats using yfinance! | Data Professor |
| [Day_#3](https://github.com/silvermete0r/31github/blob/master/projects/day3.py) | 🧰 Streamlit Toolkit | This app provides fully-explained useful cheatsheet for Streamlit Framework! | Streamlit Docs |
| [Day_#4](https://github.com/silvermete0r/31github/blob/master/projects/day4.py) | 💎 No-Code ML Web App based on XGBoostRegressor | This app provides a no-code web interface to use XGBoostRegressor for training & testing Machine Learning Models based on various datasets. | Data Professor |
| [Day_#5](https://github.com/silvermete0r/31github/blob/master/projects/day5.py) | 🗃️ Excel & CSV Files Multi Merger | This app merges multiple excel & csv files into one file. | Data Professor |
| [Day_#6](https://github.com/silvermete0r/31github/blob/master/projects/day6.py) | 📊 Machine Learning Model Performance Calculator | This app evaluates the performance of machine learning models using various metrics. | Data Professor |
| [Day_#7](https://github.com/silvermete0r/31github/blob/master/projects/day7.py) | 🖼️ Image Quality Enhancement Web App | This app enhances the quality of an image using various techniques. | OpenCV Docs |
| [Day_#8](https://github.com/silvermete0r/31github/blob/master/projects/day8.py) | 😺 Github Profile Data Analyzer Web App | This app analyzes the data of any Github profile using Github API. | Github API Docs |
| [Day_#9](https://github.com/silvermete0r/31github/blob/master/projects/day9.py) | 🧑 Face Recognition Web App | This app detects faces in uploaded images using Haar Cascades. | OpenCV Haar Cascades |
| [Day_#10](https://github.com/silvermete0r/31github/blob/master/projects/day10.py) | 💡 Multi-Object Classifier Web App | This app predicts the class of different objects in an image using a pre-trained MobileNetV2 model. | MobileNetV2 |
| [Day_#11](https://github.com/silvermete0r/31github/blob/master/projects/day11.py) | 👾 Tensorflow Image Classification DL Model Training Baseline | This app trains a simple CNN model on the MNIST dataset using Tensorflow. | Tensorflow Guide |
| [Day_#12](https://github.com/silvermete0r/31github/blob/master/projects/day12.py) | 🌸 Tensorflow Simple Iris Classification App | This app demonstrates a simple TensorFlow Iris classification model using the Sklearn Iris dataset. | Tensorflow Guide |
| [Day_#13](https://github.com/silvermete0r/31github/blob/master/projects/day13.py) | 🏠 Tensorflow Regression Model Training Based on Boston Housing Dataset | This app demonstrates a simple Tensorflow regression model using the Boston Housing dataset. | Tensorflow Guide |
| [Day_#14](https://github.com/silvermete0r/31github/blob/master/projects/day14.py) | 📝 Text Summarization using HuggingFace Transformers | This app is a simple text summarization app using HuggingFace Transformers. | HuggingFace Transformers |
| [Day_#15](https://github.com/silvermete0r/31github/blob/master/projects/day15.py) | 📝 Text Sentiment Analysis using HuggingFace Transformers | This app is a simple text sentiment analysis app using `BERT` model from HuggingFace Transformers. | HuggingFace Transformers |
| [Day_#16](https://github.com/silvermete0r/31github/blob/master/projects/day16.py) | 📝 Text Completion using HuggingFace Transformers | This app is a simple text completion app using GPT-2 model from HuggingFace Transformers. | HuggingFace Transformers |
| [Day_#17](https://github.com/silvermete0r/31github/blob/master/projects/day17.py) | 📝 Named Entity Recognition (NER) using BERT model from HuggingFace | This app helps to identify the entities in a given text. The `bert-base-NER` model used from HuggingFace. | HuggingFace Transformers |
| [Day_#18](https://github.com/silvermete0r/31github/blob/master/projects/day18.py) | 📝 Text English to French Language Translation App | This app uses the `Helsinki-NLP/opus-mt-en-fr` model to translate English text to French. | HuggingFace Transformers |
| [Day_#19](https://github.com/silvermete0r/31github/blob/master/projects/day19.py) | 📷 Instagram Analytics Web App | This app uses the `instaloader` library to download Instagram profile data. | Instaloader |
| [Day_#20](https://github.com/silvermete0r/31github/blob/master/projects/day20.py) | 🥮 Cryptocurrency Analytics Web App | This app is cryptocurrency analytics dashboard that allows you to analyze price, volume, and volatility of different cryptocurrencies. | Cryptocompare API |
| [Day_#21](https://github.com/silvermete0r/31github/blob/master/projects/day21.py) | 💰 Data Scientists Salary Analysis | This app shows how to use Streamlit to create charts and plots for data visualization on the example of Data Scientists Salary Analysis. | Streamlit Docs |
| [Day_#22](https://github.com/silvermete0r/31github/blob/master/projects/day22.py) | 🧹 Image Background Remover Web App | This app removes the background of an image using a python `rembg` module. | tyler-simons/BackgroundRemoval |
| [Day_#23](https://github.com/silvermete0r/31github/blob/master/projects/day23.py) | 🛠️ QazNLTK - kazakh language processing library based Web App | This app show the basic usage of `QazNLTK` library. | QazNLTK |
| [Day_#24](https://github.com/silvermete0r/31github/blob/master/projects/day24.py) | 📰 HackerNews Streamlit App | This app is a clone of [HackerNews](https://news.ycombinator.com/) in Streamlit UI. | HackerNews API |
| [Day_#25](https://github.com/silvermete0r/31github/blob/master/projects/day25.py) | 📜 Certificate of Completion Generator | This app is a simple certificate of completion generator using `OpenCV` and `Pillow`. | OpenCV Docs |
| [Day_#26](https://github.com/silvermete0r/31github/blob/master/projects/day26.py) | 🗺️ Streamlit Maps Web App | This app is a demo of the Streamlit Maps functionality. | Streamlit Docs |
| [Day_#27](https://github.com/silvermete0r/31github/blob/master/projects/day27.py) | ⏰ Time Series Forecasting with NeuralProphet | This app is a demo of Time Series Forecasting with NeuralProphet. | NeuralProphet |
| [Day_#28](https://github.com/silvermete0r/31github/blob/master/projects/day28.py) | ⚙️ Optuna - Auto Hyperparameter Tuning WebApp | This app is a demo of Optuna - Auto Hyperparameter Tuning. | Optuna Docs |
| [Day_#29](https://github.com/silvermete0r/31github/blob/master/projects/day29.py) | 🧠 Brain Tumor Detection using TensorFlow | This app is a demo of Brain Tumor Detection using TensorFlow. | Tensorflow Guide |
| [Day_#30](https://github.com/silvermete0r/31github/blob/master/projects/day30.py) | 📚 Storytelling with Data Visualization using `ipyvizzu` | This app is a simple example of how to use `ipyvizzu` to create interactive data visualization. | Data Professor |
| [Day_#31](https://github.com/silvermete0r/31github/blob/master/projects/day31.py) | 🎄 Happy New Year 2024 Streamlit App! | This app is a last app for 2023 Github 31 Days of Streamlit Challenge. | Streamlit Community |
## 🛡️ License
## ☎️ Contacts
🧐 Author: Arman Zhalgasbayev - [@grembim](https://www.instagram.com/grembim/)
📬 Email: [email protected]
📦 Project Link (Github Repository): [https://github.com/silvermete0r/31github/](https://github.com/silvermete0r/31github/)
## 👨🚀 Show your support
Give a ⭐️ if you liked this project!
## ⚓ Acknowledgements
1. [Streamlit Community](https://streamlit.io/)
2. [Data Professor](https://github.com/dataprofessor)
[linkedin-shield]: https://img.shields.io/badge/-LinkedIn-black.svg?style=flat-square&logo=linkedin&colorB=555
[linkedin-url]: https://linkedin.com/in/arman-zhalgasbayev/