Data Science with Python

Welcome to “SQL Mastery,” a comprehensive course designed to empower you with the essential skills needed to harness the full potential of Structured Query Language (SQL). Whether you’re a beginner or have some experience with databases, this course will take you on a journey from the fundamentals to advanced SQL queries.

What you’ll learn?

Module 1: Python for Data Analysis

• Introduction to NumPy
• Introduction to Pandas

Module 2: Python for Data Visualization

• Introduction to Matplotlib
• Introudction to Seaborn
• Pandas Built-in Data Visualization
• Plotly and Cufllinks
• Geographical Plotting

Module 3: Introduction to Machine Learning

• Machine Learning Basics
• Linear Regression
• Cross Validation and Bias-Variance Trade-Off
• Logistic Regression
• K Nearest Neighbors
• Decision Trees and Random Forests
• Support Vector Machines
• K Means Clustering
• Principal Component Analysis
• Recommender Systems

Module 4: Natural Language Processing

Module 5: Neural Network and Deep Learning

• ANN Basics
• Perceptron Model
• Neural Networks
• Activation Functions
• Multi-Class Classification Considerations
• Cost Functions and Gradient Descent
• Backpropagation
• TensorFlow vs Keras

Course Nature: 20% Theory 80% Practical