Data Analytics
- Data Modelling
- Advanced SQL Programming
- Introduction to Cloud and AWS
- Analytics at Large Scale in Spark – I & II
- Big Data Case Study
- Basic Viz. using Tableau
- Advanced Excel
- Data Analysis and Visualisation in PowerBI
- Analytical Thinking and Structured Problem Solving using Frameworks
- Data Storytelling
- Airbnb Case Study
- Data Structures and Algorithms
- Searching & Sorting
- Algorithm Analysis and Recursion
- Advanced Database Programming using Pandas
- SQL & Python Lab
- Capstone Topic
- Bagging & Random Forest
- Model Selection – I & II
- Time Series Forecasting – I & II
- Model Selection Case Study
- Basic Viz. using Tableau
- Advanced Excel
- Data Analysis and Visualisation in PowerBI
- Analytical Thinking and Structured Problem Solving using Frameworks
- Data Storytelling
- Airbnb Case Study
- Fundamentals of Transformers Architecture, Generative AI, ChatGPT & Prompt Engineering using Non Reasoning, Chain of Thought & Advanced Techniques
- Product Development using OpenAI APIs, Fine Tuning using STaR technique in Python
- Integrating speech using Whisper API and application deployment using Flask
- Fundamentals of Design, Photography, Product Development using Stable Diffusion in Python & Create PixxelCraft AI to enable fast-track digitisation for offline e-commerce businesses by generating high-quality images AI for a large product portfolio
- Applications of LLMs in Data Science Projects & Automating News Recommendation using GPT3 and Copilot powered Machine Learning applications of LLMs
- Boosting
- Model Selection
- PCA
- Advanced Regression + Time Series Forecasting (Optional)
- Advanced ML Case Study
- Introduction to Neural Networks and ANN
- Backpropogation & Hyperparameter Tuning in Neural Networks
- Introduction to Convolutional Neural Networks
- CNN Architectures and Industry Applications + Recurrent Neural Networks (Optional)
- Applications of DL in CV: Object Detection Image Segmentation (Optional)
- Gesture Recognition Case Study
- Fundamentals of Transformers Architecture, Generative AI, ChatGPT & Prompt Engineering using Non Reasoning, Chain of Thought & Advanced Techniques
- Product Development using OpenAI APIs, Fine Tuning using STaR technique in Python
- Integrating speech using Whisper API and application deployment using Flask
- Fundamentals of Design, Photography, Product Development using Stable Diffusion in Python & Create PixxelCraft AI to enable fast-track digitisation for offline e-commerce businesses by generating high-quality images AI for a large product portfolio
- Applications of LLMs in Data Science Projects & Automating News Recommendation using GPT3 and Copilot powered Machine Learning applications of LLMs
- Data Management and Relational Database Modelling
- Introduction to Cloud and AWS Setup
- Introduction to Hadoop and MapReduce Programming
- NoSQL Databases and Apache HBase
- Data Ingestion with Apache Sqoop and Apache Flume
- MapReduce Programming Assignment
- Hive and Quering + Optional Assignment
- Introduction to Apache Spark+ Optional Assignment
- Amazon Redshift
- ETL Project
- Optimizing Spark for Large scale processing
- Real-Time Data Streaming with Apache Kafka
- Real-Time Data Processing using Spark Streaming + Assignment (Optional) + Apache Flink (Optional)
- Building Automated Data Pipelines with Airflow
- Analytics using PySpark+ Optional Assignment
- Retail Project
Duration: 4 Months
Eligibility: 10+2+3 Any Computer Graduate (BE/BTech/BCA/BCS)