Data Science and Machine Learning are latest technology and fastest growing forward to Automation in IT Industry.

Data Scinece

• Using Databases with Python
• Object Oriented Python
• Data Models
• Relational SQL Databases
• Visualisation
• Introduction to NumPy, Pandas and Matplotlib etc.
• Data Manipulation

Machine Learning

• Introduction to Machine Learning with Python
• Supervised Learning - I
• Dimensionality Reduction
• Supervised Learning - II
• Unsupervised Learning
• Define Data Science
• Data Science Fundamentals
• Data Extraction
• Wrangling
• Visualization
• Data Analysis Pipeline What is Data Extraction Types of Data
• Raw and Processed Data
• Exploratory Data
• Analysis Visualization of Data
• Explore Algorithms like:
• Regression,
• Clustering,
• Decision Tree,
• Random forest,
• Naive Bayes,
• Elements of machine learning algorithm like:
• Parameters,
• Hyper parameters,
• Loss function,
• Optimization
• Association Rules Mining and Recommendation Systems
• Reinforcement Learning
• Time Series Analysis
• Model Selection and Boosting
• Supervised Learning - I - Project for your profile
• Unsupervised Learning - II - Project for your profile