All_Data-Science-Projects

Contain all measure projects of data science

These are my top notebooks. I have covered alot of machine learning and deep learning algorithms.

Skills
•Python •C/C++ •Excel •Tableau •PowerBI
•SQL •MYSQL •SQLite •Google BigQuery •IBM DB2 •SQLServer •Mongodb
•Machine Learning •NLP •Hugging Face
•Scikit-Learn •Tensorflow •numpy •Pandas •Matplotlib •Seaborn •Selenium •BeautifulSoup
•Git •GitHub
•Django •FastAPIs •Flask •HTML •CSS •JS

Data Science Projects

1. Data Analytics:

S.No	Competitions/Repo Name	Dataset	Notebook/Git Repo Links
1.	Coursera Capstone project Bike Sharing Case Study	• Capstone Project • Bike Share from Google AWS acccount	Dashboard Link - https://public.tableau.com/app/profile/moiz4077/viz/DavvyCycling-Dashboard/Dashboard1 Repo Link - https://github.com/Moiz-khan/Divvy_bike_sharing_casestudy_Google
2.	BCG Analytics	• Academic Work • Electricity and Gas	• https://github.com/Moizkhan/Data_Science/blob/master/Internships/BCG_academicWork_Internship/Module2/eda_starter.ipynb • https://github.com/Moiz-khan/Data_Science/blob/master/Internships/BCG_academicWork_Internship/Module2/eda_model_answer.ipynb • https://github.com/Moiz-khan/Data_Science/blob/master/Internships/BCG_academicWork_Internship/Module2/Exploratory%20Data%20Analysis%20PowerCo%20.ipynb
3.	Dastgyr Case Study	• Dastgyr business • Python • SQL	• https://github.com/Moiz-khan/Dastgyr_casestudy
4.	Pakistan Covid19 Dashboard	• Self project • Pakistan Covid 19	https://github.com/Moiz-khan/Django_Covid_dashboard

2. Machine Learning

S.No	Competitions/Repo Name	Dataset	Model	Notebook/Git Repo Links
1.	Sastaticket Competition- 2nd Runnerup	• Time Series	LSTM	https://drive.google.com/file/d/15d3Ou7CbUapZWUmlPTboXNK-Vy2NuhqO/view?usp=sharing
2.	30 Days ML by Kaggle	• Tabular Data • Regression	• Decision Tree • SVM • Catboost • Linear Regression	https://www.kaggle.com/code/moizkhan11/30-days-ml-competition
3.	Housing Price Competition	• Regression	• Random Forest	https://www.kaggle.com/code/moizkhan11/exercise-house-price-top-15
4.	BCG Academic	• Energy and Electricity		https://github.com/Moiz-khan/Data_Science/tree/master/Internships/BCG_academicWork_Internship

3. Recommendation Engine

S.No	Competitions/Repo Name	Dataset	Model	Notebook/Git Repo Links
1.	Movie Recommender with KNN	• tmdb_5000 credits	KNN	https://github.com/Moiz-khan/Recommendation-System/blob/master/%20Movie%20recommender%20with%20KNN.ipynb
2.	Content based Movie Recommender	• tmdb_5000 movies	• sigmoid score • TfidfVectorizer	https://github.com/Moiz-khan/Recommendation-System/blob/master/Content%20based%20Recommendation%20System.ipynb
3.	Movie Recommender with CSR	• tmdb_5000 movies	• cosine similarity	-
4.	Book Recommendion System in FYP	• book rating and reviews	• Hybrid Filtering	https://github.com/Moiz-khan/Recommendation-System/tree/master/Book%20Recommendation

4. Deep Learning

S.No	Competitions/Repo Name	Dataset	Model	Notebook/Git Repo Links
1.	UltraMnist	Complex Images with many numbers • Classification	• CNN	Update Soon
2.	Digit Recognizer	Number Image • Classification	• CNN • Tensorflow	https://www.kaggle.com/code/moizkhan11/digitrecognizer-99-acc
3.	Pakistan Stock Exchange (KSE 100)	Time Series	• LSTM	https://www.kaggle.com/code/moizkhan11/pakistanstockexch

5. Natural Language Processing

S.No	Competitions/Repo Name	Dataset	Model	Notebook/Git Repo Links
1.	Self Learning	• Product Reviews classification •SPAM classification	•Pretrained Bert • Fine-Tuning Bert	1. https://colab.research.google.com/drive/1cplJE-1lEK3P0HuPgAnZFcX_2lTJHlcy#scrollTo=4IYEcsvJpR2A 2. https://colab.research.google.com/drive/187pa9OGauupyUWNB-xg2d8RXp1dvQcrM
2.	IMDB50k Movie Review Classification	•IMDB50k Movie Review (kaggle)	•MultinomialNB •TF-IDF	https://www.kaggle.com/code/moizkhan11/imdb50k-movie-review-classification
3.	Fake News Classification	•Fake News (kaggle)	•LSTM b/c of context switching	https://www.kaggle.com/code/moizkhan11/fakenews-classifier

6. Research

S.No	Competitions/Repo Name	Dataset	Model	Notebook/Git Repo Links
1.	LSTM Research	• Pakistan Stock Exchange	LSTM	https://github.com/Moiz-khan/Data_Science/tree/master/LSTM_Research