Best Summer Training in Lucknow | SkillManthan Technologies Pvt Ltd

1

Mathematics & Statistics

0/4

Linear Algebra Probability & Statistics Calculus (Derivatives & Integrals) Optimization Techniques

2

Programming & Data Handling

0/3

Python (NumPy, Pandas, Matplotlib, Seaborn) SQL for Data Handling Data Preprocessing & Feature Engineering

3

Machine Learning

0/5

Supervised & Unsupervised Learning Regression & Classification Algorithms Clustering & Dimensionality Reduction Model Evaluation & Hyperparameter Tuning Scikit-Learn

4

Deep Learning

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Neural Networks & Backpropagation TensorFlow / PyTorch CNNs (Image Processing) RNNs & LSTMs (Time Series & NLP) Transformers (BERT, GPT)

5

Advanced Topics

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Reinforcement Learning Generative AI (GANs, VAEs) Large Language Models (LLMs) Edge AI & Model Optimization

6

Projects

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Mini Projects (Data Analysis, ML Models) Full AI/ML Project (End-to-End Deployment) Kaggle Competitions & Open Source Contributions

7

Job Preparation

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Resume & Portfolio Building DSA & Problem Solving (Leetcode, Codeforces) ML System Design Basics Interview Preparation Networking & Job Applications

AI/ML Roadmap