Key Highlights






Engage in problem-solving sessions guided by industry professionals throughout the weekdays.
Objective: Gain proficiency in Python, data manipulation, basic analytics, and visualization
Topics & ToolsPython Fundamentals: Variables, Data Types, Functions, Control Flow
Data Visualization: Matplotlib, Seaborn
Basic SQL for Data Extraction & Queries
Topics & Tools
1. Titanic Dataset (Prediction Modeling)
Tools: Python, Pandas, scikit-learn, Matplotlib
2. Beginner Exploratory Data Analysis on Life Expectancy
Tools: Python, Pandas, Seaborn
3. Color Detection for Images
Tools: Python, OpenCV
4. F1 Performance Analysis
Tools: Python, Pandas, Matplotlib
5. Predict Income with Census Data
Tools: Python, scikit-learn, Pandas
6. Retail Data Analysis with SQL
Tools: SQL, Python, Pandas
7. Practice Data Cleaning with a Messy Dataset
Tools: Python, Pandas, NumPy
8. Earth Surface Temperature Visualization
Tools: Python, Matplotlib, Seaborn
9. Who Will Survive the Titanic? (Another approach)
Tools: Python, scikit-learn
10. Are Sports Supplements Effective? (Statistical Analysis)
Tools: Python, Pandas, Seaborn
11. Toughest Sports in Terms of Skills (Data Exploration)
Tools: Python, Pandas
12. Handling Missing Values: NFL Play-by-play
Tools: Python, Pandas
13. Scrape Data for NBA Analytics
Tools: Python, Requests, BeautifulSoup
14. Basic Sentiment Analysis on Twitter Data
Tools: Python, NLTK, Pandas
Mentor Support:
For any questions on Python, data cleaning, or EDA, reach out to your dedicated mentor.
Strengthen your data analytics capabilities, work on ML basics, and delve into visualization on real-world datasets.
Topics & Tools
Supervised ML: Linear/Logistic Regression, Decision
Data Visualization & Dashboards: Matplotlib, Seaborn, Power BI/Tableau
Feature Engineering and Model Evaluation (Accuracy, Precision, Recall)
Projects (14)
Mentor Support:
For any questions on Python, data cleaning, or EDA, reach out to your dedicated mentor.
1. Airbnb Algorithms Take-Home
Tools: Python, Pandas
2. GrubHub: Best State for Growth (Analytics)
Tools: Python, Pandas, scikit-learn
3. Airbnb Analytics Project
Tools: Python, Pandas, Seaborn
4. Thinking Machines: Traffic Congestion Analysis
Tools: Python, Pandas, (Optionally GeoPandas/QGIS)
5. Car Rental Prices Analytics
Tools: Python, Pandas, scikit-learn
6. Customer Churn Analysis
Tools: Python, scikit-learn, Pandas
7. Stroke Prediction Dataset (Data Visualization)
Tools: Python, Matplotlib, scikit-learn
8. DoorDash Take-Home Analytics Project
Tools: Python, Pandas
9. Flowcast Credit Card Fraud Detection
Tools: Python, scikit-learn
10. Credit Card Approval Prediction
Tools: Python, scikit-learn
11. Predicting Crypto Prices with ML
Tools: Python, scikit-learn, (Optional: TensorFlow)
12. Build a Simple Movie Recommendation System
Tools: Python, scikit-learn, Surprise (or similar)
13. Fruits Recognition (Basic Computer Vision)
Tools: Python, OpenCV, scikit-learn
14. E-commerce Sales Dashboard
Tools: Power BI or Tableau
Mentor Support:
For doubts on analytics methods, regression/classification models, or data visualization, consult your mentor.
Tackle more complex ML tasks, including NLP, computer vision, and recommendation systems.
Topics & Tools
Unsupervised ML: Clustering (K-Means, DBSCAN)
NLP: Text Preprocessing, Sentiment Analysis, NLTK/spaCy
Computer Vision: OpenCV for image processing
Recommendation Engines& Time-Series Forecasting
Projects (14)
1. Detecting Fake News with NLP
Tools: Python, NLTK/spaCy, scikit-learn
2. Getting Started with Text Mining
Tools: Python, NLTK, Pandas
3. Cassava Leaf Disease Classification
Tools: Python, TensorFlow/PyTorch
4. Build a QR Code/Barcode Scanner
Tools: Python, OpenCV
5. Transform Images into Cartoons
Tools: Python, OpenCV
6. Build a Custom Recommendation Engine
Tools: Python, scikit-learn, Surprise or LightFM
7. Practice Classification with ML (Any open dataset)
Tools: Python, scikit-learn
8. Face-Swapping App in Python
Tools: Python, OpenCV
9. UpTop: Messy JSON Processing
Tools: Python, JSON, Pandas
10. Alternative Asset Arbitrage (Advanced ML)
Tools: Python, scikit-learn
11. Movie Genre Classification Using NLP
Tools: Python, scikit-learn, NLTK/spaCy
12. Social Media Toxic Comment Classification
Tools: Python, TensorFlow/PyTorch
13. Time-Series Forecasting for Stock Prices
Tools: Python, scikit-learn, statsmodels
14. Chatbot with Rasa
Tools: Python, Rasa, spaCy
Mentor Support:
Stuck with NLP pipelines or advanced ML algorithms? Your mentor is just a message away.
Explore neural networks, CNNs, RNNs, and transformers for complex tasks like image recognition, speech processing, and GANs.
Topics & Tools
Neural Networks: Feedforward, Convolutional (CNN), Recurrent (RNN, LSTM)
Transformers & GPT-based Models
Generative Models (GANs) for synthetic data/image generation
Projects (14)
1. Image Classifier for X-Ray Scans
Tools: Python, TensorFlow
2. Object Detection for Autonomous Vehicles
Tools: Python, YOLO, OpenCV, TensorFlow/PyTorch
3. Speech-to-Text with Deep Learning
Tools: Python, TensorFlow/PyTorch, SpeechRecognition APIs
4. GAN for Face Generation
Tools: Python, TensorFlow/PyTorch
5. RNN/LSTM for Time Series Forecasting
Tools: Python, TensorFlow/PyTorch
6. Custom Named Entity Recognition (NER) z
Tools: Python, spaCy
7. Machine Translation with seq2seq Models
Tools: Python, TensorFlow/PyTorch
8. Build a Python Package for Data Preprocessing
Tools: Python, setuptools
9. Build Your Own Trading Bot
Tools: Python, APIs (Alpaca, Binance), scikit-learn/TensorFlow
10. Real Estate Investment Opportunities (Predictive Analytics)
Tools: Python, scikit-learn
11. Concert Ticket Reselling Analysi s
Tools: Python, scikit-learn, Pandas
12. Drone-based Farmland Monitoring (Image Classification)
Tools: Python, TensorFlow/PyTorch
13. Video Classification for Sports Highlights
Tools: Python, OpenCV, TensorFlow/PyTorch
14. Micro-expression Detection for Sentiment
Tools: Python, OpenCV, scikit-learn/TensorFlow
Mentor Support:
For help with deep learning architectures, debugging training issues, or hyperparameter tuning, contact your mentor.
Learn to handle large-scale data, streaming pipelines, and deploy AI solutions on the cloud.
Topics & Tools
Apache Spark & PySpark for big data
Streaming Data Pipelines: Kafka, Spark Streaming
Cloud Platforms: AWS, GCP, Azure
Containerization & Deployment: AWS, Docker, Kubernetes, Flask, FastAPI
MLOps for continuous integration & delivery
Projects (14)
1. Processing Large Datasets with Spark
Tools: PySpark, Python
2. Real-time Twitter Sentiment with Spark Streaming
Tools: PySpark, Twitter API
3. Building a Data Lake on AWS S3
Tools: AWS S3, AWS Glue, Python
4. Deploying an ML Model on AWS Lambda
Tools: AWS Lambda, Python, scikit-learn
5. Building a Kafka-based Data Pipeline
Tools: Apache Kafka, Python
6. Containerizing ML Models with Docker
Tools: Docker, Python
7. Kubernetes-based Deployment for Scaling ML
Tools: Kubernetes, Docker
8. Azure ML for Automated ML Pipeline
Tools: Azure ML, Python
9. End-to-End Data Pipeline in GCP
Tools: Google Cloud (BigQuery, Dataflow), Python
10. Summarizing Large Text Datasets with Spark NLP
Tools: Spark NLP, PySpark
11. Real-time Fraud Detection on Financial Transactions
Tools: Spark, Python, scikit-learn
12. Big Data Recommender System (E-commerce)
Tools: Spark, Python
13. GPU Instances on AWS for Deep Learning
Tools: AWS EC2 (GPU), TensorFlow/PyTorch
14. MLOps with Jenkins & Docker
Tools: Jenkins, Docker, Python
Mentor Support:Unsure about Spark, AWS deployment, or MLOps pipelines? Get personalized help from your mentor.
Objective: Consolidate all skills into a capstone project, build your freelancing profile, and prepare for job placements or remote gigs.
Topics & Tools
Capstone Project: Full end-to-end data science solution
Freelancing Platforms: Upwork, Fiverr, Freelancer, Toptal
Personal Branding: GitHub, LinkedIn, Resume Building
Advanced Project Management & Client Handling
Projects (14)
1. End-to-End AI-based Healthcare Diagnostics
Tools: Python, scikit-learn/TensorFlow, EHR dataset
2. Large-Scale Recommender System for E-commerce
Tools: Spark, Python, scikit-learn
3. AI-Driven Cybersecurity Threat Detection
Tools: Python, scikit-learn, deep learning frameworks
4. Deploying an ML Model on AWS Lambda
Tools: Python, Computer Vision, OpenCV
5. Advanced Chatbot with GPT-based Models
Tools: Python, Rasa, Hugging Face Transformers
6. Self-Driving Car Simulation (CARLA)
Tools: Python, PyTorch, CARLA environment
7. Virtual Personal Assistant (Speech & NLP)
Tools: Python, SpeechRecognition, NLP libs
8. Video Analytics for Retail Footfall & Behavior
Tools: Python, OpenCV, YOLO
9. Automatic Speech Recognition with Transformer Models
Tools: Python, TensorFlow/PyTorch
10. Smart Farming with IoT & AI
Tools: Python, scikit-learn, sensor data
11. Personalized Nutrition & Diet Recommendation System
Tools: Python, scikit-learn
12. Automated Trading Bot (Reinforcement Learning)
Tools: Python, RL libraries, trading APIs
13. Real-time Weather Forecasting with Big Data & AI
Tools: Spark, Python, scikit-learn
14. Creating a Freelancing Portfolio & Bidding Strategy
Tools: Upwork, Fiverr, GitHub, LinkedIn
Mentor Support:
Get help finalizing your capstone, setting up freelancing profiles, or refining your portfolio.
84 Real-World Projects spanning Data Cleaning, Analytics, ML, AI, Big Data, and Deployment.
Dedicated Mentor Support after each module for doubts, debugging, and project feedback.
Freelancing & Global Earning Opportunities: Learn how to market your skills on Upwork, Fiverr, Freelancer, Toptal, etc.
Capstone & Career Guidance: Final month dedicated to building your portfolio, refining your resume, and preparing for job placements or remote gigs
Apply Now and start your 6-month journey toward mastering data science and unlocking freelancing opportunities worldwide!
Ankit Shahi
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