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Data Science & Generative AI – Masterclass
Become an expert in Data Science, Machine Learning & Generative AI with real-world projects, industry tools, and cloud deployment.
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Created By: Technosignia
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What you'll learn
- Learn core Python programming including OOPs, error handling & modules
- Understand and apply statistical & EDA techniques for data insights
- Work with SQL, NoSQL (MongoDB), and build Web APIs
- Master core Machine Learning algorithms like Regression, SVM, Clustering, Decision Trees, etc
- Build Neural Networks & CNNs with TensorFlow and PyTorch
- Explore and implement NLP with RNN and advanced language models
- Create real-world GenAI tools using HuggingFace, BERT, GPT, Langchain
- Visualize and report data using Power BI
- Deploy ML models on the cloud
- Work on end-to-end Capstone Projects (NLP, Image Classification, Time Series)
What you'll learn
- Core Python
- Advance Python
- SQL
- Python With SQL
- Python with Data-Science Libraries
- Django Framework
This course includes:
- 2 Realtime Projects
- Certificate of completion
- Hands on Exercises
Course content
Python Programming (5 Weeks)
- Python Basics (Data Types, Loops, Functions)
- OOPs Concepts
- Error Handling, Logging
- Modules & Packages
Databases & Web API
- SQL with MySQL
- NoSQL with MongoDB
- Creating Web APIs using Python
- Web Application Architecture
Statistics (2 Weeks)
- Descriptive & Inferential Statistics
- Impact of Stats in Business Decisions
Exploratory Data Analysis
- Using Stats to explore datasets
- Identifying trends, patterns, and anomalies
Machine Learning (6 Weeks)
- Regression Models
- SVM (Support Vector Machines)
- Clustering Algorithms
- Decision Trees, Ensemble Methods (Bagging, Boosting)
Deep Learning (5 Weeks)
- ANN (Artificial Neural Networks)
- CNN (Convolutional Neural Networks)
- TensorFlow, PyTorch frameworks
NLP – Natural Language Processing
- Text Preprocessing, TF-IDF
- RNN and advanced NLP models
Generative AI (6 Weeks)
- Tools: HuggingFace, BERT, GPT, Langchai
- Build AI Chatbots with Chainlit
- Generate Visual Content using AI
Visualization Tools
- Power BI: Dashboards, Reports
Capstone Projects
- Air Quality Index Forecasting
- Fake News Detection Using NLP
- Real Estate Price Prediction
- Face Detection with CNN
- Mini Project in TensorFlow
- Stock Price Prediction using LSTM
Learning Path (Duration)
Module
Duration
- Python Programming
- Statistics
- Machine Learning
- Deep Learning
- NLP
- Generative AI
- Capstone Projects
- 5 Weeks
- 2 Weeks
- 6 Weeks
- 5 Weeks
- 3 Weeks
- 6 Weeks
- Ongoing
Student Support
- WhatsApp Chat Support (Real-Time Tech Help)
- Instagram Community for Peer Interaction
- Doubt Forum on Dashboard
- Call Back & Email Support (Non-Tech Queries)
- This Premium course is included in plans
Data Science & Generative AI – Masterclass
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