Introduction to Toolkits for Data Science (CD503 (C))-CSE-Data Science/Data Science (V semester) | RGPV

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• Syllabus

• Syllabus - Introduction to Toolkits for Data Science (CD503 (C))

• Python for Data Science

• Review of Numpy, Pandas and Scikit-learn
• Supervised Learning Techniques
• Unsupervised Learning
• Optimization Using Evolutionary Techniques

• R for Data Science

• Basic of R and RStudio
• R data structures
• Working with data
• Data Analytics Software

• Introduction to Deep Learning

• Basics of TensorFlow and keras
• Basics of PyTorch
• Neural networks
• Saving and Loading models
• Time series forecasting

• Introduction to Time Series Analysis

• Time series regression and exploratory data analysis toolkits

• Cloud Computing for Data Science

• Implementation of Machine Learning and Deep learning
• Version controlling tools for data science projects
• Case studies of data science projects