[Bookmark : Important Projects] 60 Complete Implemented Data Science ML projects with Code and 200+ Implemented System Design Case Studies
All the ( practical) resources you need to succeed in your Tech Interviews.
60 implemented projects that you can use for your portfolio listed below —
Project Name : Build Mall Customers Clustering App (Streamlit)
Project Link :
Project Name : Implement Tree Based Model & Hyperparameter tuning using Housing Dataset
Project Link :
Project Name : Complete Time Series Analysis & Forecasting using Air Passengers Dataset
Project Link :
Project Name : Complete Implementation of Support Vector Machines using Breast Cancer Dataset
Project Link :
Project Name : Complete Implementation of Support Vector Machines using Breast Cancer Dataset
Project Link :
Project Name : Complete End to End Machine Learning Project for Student Performance
Project Link :
Project Name : Complete Implementation of Spectral Clustering using Credit Card Dataset
Project Link :
Project Name : Implement Polynomial, Regression Ridge, Lasso, Baseline Model, Cross Validation
Project Link :
Project Name : Implement Univariate Analysis using Titanic Dataset
Project Link :
Project Name : Implement Multivariate Analysis Using Wine Quality Dataset
Project Link :
Project Name : Implement Multilayer Perceptrons (MLPs) from scratch
Project Link :
Project Name : Implement Multidimensional Scaling using Wine Quality Dataset
Project Link :
Project Name : Implement Linear Regression to predict house prices using California Housing Dataset
Project Link :
Project Name : Implement Linear Neural Networks, Generalization, Regularization and Weight Decay
Project Link :
Project Name : Implement Softmax Regression & Classification with Linear Neural Networks
Project Link :
Project Name : Complete Implementation of K-Nearest Neighbors (KNN) using Breast Cancer Dataset
Project Link :
Project Name : Implement Gradient Boosting with the UCI Heart Disease Dataset
Project Link :
Project Name: Implement Feature Engineering, Feature Imputation, Feature Transformation & Selection
Project Link :
Project Name : Complete Implementation of Density Clustering using Wholesale Customers Dataset
Project Link :
Project Name: Implement Decision Tree & Random Forests Classifiers using Drug prescriptions Dataset
Project Link :
Project Name : Implement Convolutional Neural Networks from scratch using CIFAR-10 Dataset
Project Link :
Project Name : Implement Bayesian Linear Regression and Model Evaluation
Project Link :
Project Name : Clustering Analysis ( K-means) using Mall Customers Dataset
Project Link :
Project Name : Classification of Bank Loan Approvals Using Naive Bayes, Probability Distribution,MLE
Project Link :
Project Name : Image Compression & Feature Reduction with PCA
Project Link :
Project Name : Customer Segmentation & Product Analysis Using KDE and Statistical Tests
Project Link :
Project Name : Complete Data Visualization and Analysis Using Penguins Dataset
Project Link :
Project Name : Wikipedia Topic Text Analysis with Advanced Data Collection
Project Link :
Project Name : Scraping and Analyzing Quotes with Pandas and BeautifulSoup
Project Link :
Project Name : Analyzing Restaurant Tips with NumPy and Pandas
Project Link :
Project Name : Stroke Prediction Analysis
Link:
Project Name : Spotify Curator using ML
Link :
Project Name : Rotten Tomatoes Score Predictor Using Sentiment Analysis
Link :
Project Name : Real Time Customer Churn Prediction for Subscription Based Streaming Services
Link :
Project Name : Build Online Payment Fraud Detection Using Machine Learning
Link:
Project Name : Motor Vehicle Collision Severity Prediction in NYC
Project Link :
Project Name : Build League of Legends Esports Prediction Model
Project Link :
Project Name : Analysis of Electric Vehicle Charging Patterns
Project Link :
Project Name : Analyze and Model Crime Scope in NJ
Project Link :
Project Name : Communicable Disease Analysis Across California Counties
Project Link :
Project Name : Calorie Burn Prediction Model
Project Link :
Project Name : Customer Churn Prediction for Telco Company
Project Link :
Project Name : Movie Recommendation System ( Evaluation Metrics Project)
Project Link :
Project Name : Iris Flower Classification ( Evaluation Metrics Project)
Project Link :
Project Name: Advanced Data Cleaning in a Multi-country Economic Dataset
Project Link :
Project Name: Imputation Techniques in Medical Data (Diabetes)
Project Link :
Project Name: Handling Dirty Data in a Job Posting Dataset
Project Link :
Project Name: Exploratory Data Analysis in a Health Dataset (Heart Disease)
Project Link :
Project Name: Housing Price Prediction Model
Project Link :
Project Name: Handling Multi-source Data (Merging and Joining Datasets)
Project Link :
Project Name: Financial Data Cleaning and Predictive Modeling
Project Link :
Project Name: Weather Data Drift analysis and Correction Project
Project Link :
Project Name: Social Media Sentiment Analysis and Text Processing System
Project Link :
Project Name: Handling Imbalanced Datasets (Credit Card Fraud)
Project Link :
Project Name: Stock Price Analysis and Smoothing Project
Project Link :
Project Name: Dealing with Outliers in a Sales Dataset
Project Link :
Project Name: Customer Satisfaction Survey Analysis System
Project Link :
Project Name: Data Preprocessing in an E-Commerce Transaction Dataset
Project Link :
Project Name: Data Preprocessing in Retail ( Customer) Dataset
Project Link :
Project Name : How to perform ETL ( Extract, Transform, Load)
Project Link :
Project Name : How to perform Big Data Processing
Project Link :
Project Name : How to work with PostgreSQL
Project Link :
Project Name : How to perform Data Transformation and Preprocessing
Project Link :
Project Name : How to work with MySQL
Project Link :
Project Name : Data Visualization using Seaborn and Matplotlib
Project Link :
Projects Videos — 
All the projects, data structures, SQL, algorithms, system design, Data Science and ML , Data Analytics, Data Engineering, , Implemented Data Science and ML projects, Implemented Data Engineering Projects, Implemented Deep Learning Projects, Implemented Machine Learning Ops Projects, Implemented Time Series Analysis and Forecasting Projects, Implemented Applied Machine Learning Projects, Implemented Tensorflow and Keras Projects, Implemented PyTorch Projects, Implemented Scikit Learn Projects, Implemented Big Data Projects, Implemented Cloud Machine Learning Projects, Implemented Neural Networks Projects, Implemented OpenCV Projects,Complete ML Research Papers Summarized, Implemented Data Analytics projects, Implemented Data Visualization Projects, Implemented Data Mining Projects, Implemented Natural Leaning Processing Projects, MLOps and Deep Learning, Applied Machine Learning with Projects Series, PyTorch with Projects Series, Tensorflow and Keras with Projects Series, Scikit Learn Series with Projects, Time Series Analysis and Forecasting with Projects Series, ML System Design Case Studies Series videos will be published on our youtube channel ( just launched).
Subscribe today!
How Real World Scalable Systems are Build — 200+ System Design Case Studies:
System Design Den : Must Know System Design Case Studies
[System Design Case Study #27] 3 Billion Daily Users : How Youtube Actually Scales
[System Design Tech Case Study Pulse #17] How Discord's Real-Time Chat Scales to 200+ Million Users
53 Implemented Projects
Complete System Design Case Studies
Github : https://bit.ly/3jFzW01
ML System Design Case Studies Series : https://bit.ly/3i5EDiH
Things you must know in System Design
System design basics : https://bit.ly/3SuUR0Y
Horizontal and vertical scaling : https://bit.ly/3slq5xh
Load balancing and Message queues: https://bit.ly/3sp0FP4
High level design and low level design, Consistent Hashing, Monolithic and Microservices architecture : https://bit.ly/3DnEfEm
Caching, Indexing, Proxies : https://bit.ly/3SvyVDc
Networking, How Browsers work, Content Network Delivery ( CDN) : https://bit.ly/3TOHQRb
Database Sharding, CAP Theorem, Database schema Design : https://bit.ly/3CZtfLN
Concurrency, API, Components + OOP + Abstraction : https://bit.ly/3sqQrhj
Estimation and Planning, Performance : https://bit.ly/3z9dSPN
Map Reduce, Patterns and Microservices : https://bit.ly/3zcsfmv
SQL vs NoSQL and Cloud : https://bit.ly/3z8Aa49
All solved case studies : https://bit.ly/3dCG1rcMost Popular System Design Questions : https://bit.ly/3Dp40Ux
Complete Data Structures
Github : https://bit.ly/3YuAXGY
Complete Data Structures Series - https://bit.ly/3hFWNax
Topics that are important in Data Structures and Algorithms ( based on ROI) : https://bit.ly/3EAud36
Complexity Analysis DSA : https://bit.ly/3fSMChP
Curated Question List 1 : https://bit.ly/3ggSDFq
Curated Question List 2 : https://bit.ly/3VrUqrj