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USDFREE
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Duration: 4 Months
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Delivery mode: Online
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Group size: Individual
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Instruction language:
English,
Hindi,
Bengali
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Certificate provided:
No
Course Outline:
Introduction to Data Science & Machine Learning
Basics of Data Science and Python programming
Data manipulation with Python
Data Analysis using Python
Data cleaning and Exploratory Data Analysis (EDA) with Pandas and Numpy
Advanced Data Handling
Data visualization techniques and project work
Statistical Foundations in Data Science
Probability, statistics, and statistical analysis using Python
Machine Learning Fundamentals
Introduction to supervised and unsupervised learning, including classification and regression techniques
Deep Learning Essentials
Introduction to neural networks, including ANN, CNN, and RNN
Practical applications and training of deep neural networks
Advanced Machine Learning Models
PCA, clustering, ensemble models, and hyperparameter tuning
Model Evaluation and Advanced Topics
Model optimization, validation, and introduction to advanced topics like reinforcement learning and deep learning
Introduction to Generative AI and LLMs
Overview of GenAI, LLMs, architectures, and applications
Prompt Engineering and Application Development
Crafting effective prompts, developing LLM applications
Deployment of Models
Using cloud platforms like AWS and Azure for model deployment and management