Best Summer Training in Lucknow | SkillManthan Technologies Pvt Ltd

1

Foundations

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Python/R Programming Statistics (Descriptive & Inferential) Linear Algebra & Calculus

2

Data Manipulation

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Pandas & NumPy SQL (PostgreSQL, MySQL) APIs & Web Scraping

3

Data Visualization

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Matplotlib & Seaborn Tableau/Power BI Plotly/Dash

4

Machine Learning

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Supervised Learning (Regression, Classification) Unsupervised Learning (Clustering, PCA) Scikit-Learn & TensorFlow/PyTorch Model Evaluation (Precision, Recall, AUC-ROC)

5

Advanced Topics

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Deep Learning (CNNs, RNNs) NLP (Transformers, BERT) Big Data (Spark, Hadoop)

6

Deployment & Projects

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Flask/FastAPI for Model Deployment Cloud (AWS SageMaker, GCP) Portfolio Projects (Kaggle, GitHub)

Data Science Roadmap