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DATA SCIENCE AND MACHINE LEARNING USING PYTHON
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4.7 (2080 Ratings)
Data Science and Machine Learning with Python is a field of study and practice that combines data analysis, statistical modeling, and machine learning techniques using the Python programming language. Data Science and Machine Learning with Python involve the use of Python programming along with statistical analysis and machine learning techniques to extract insights, build predictive models, and solve complex data-related problems across various domains, including finance, healthcare, marketing, and more.
Overview
The Syllabus
Curriculum Designed by Experts
Module 1: Introduction to Data Science & AI
Topics
What is Data Science?
Data Science Lifecycle
Data Analytics vs Data Science vs AI vs Machine Learning
Applications of Data Science
CRISP-DM Methodology
Data Science Project Lifecycle
Industry Use Cases
Data Science Roles and Responsibilities
AI and Generative AI Fundamentals
Data Science Career Roadmap
Assignments
Analyze Data Science Use Cases Across Industries
Research AI Applications in Healthcare and Banking
Job-Oriented Scenarios
Customer Churn Prediction Requirements Gathering
Business Problem to Data Science Solution Mapping
Module 2: Python Programming Fundamentals
Topics
Python Installation and Setup
Jupyter Notebook
Python Syntax
Variables and Data Types
Operators
Conditional Statements
Loops
Functions
Modules and Packages
Exception Handling
File Handling
Object-Oriented Programming
Lambda Functions
Iterators and Generators
List Comprehensions
Labs
Employee Management System
Student Record Processing
Assignments
Banking Transaction Processing
Inventory Management System
Job-Oriented Scenarios
Data Processing Automation
Log File Analysis
Module 3: Python Libraries for Data Science
Topics
NumPy
Arrays
Vectorization
Broadcasting
Mathematical Operations
Linear Algebra
Pandas
DataFrames
Series
Data Cleaning
Data Transformation
GroupBy
Merge & Join
Pivot Tables
Matplotlib
Line Charts
Bar Charts
Histograms
Scatter Plots
Seaborn
Heatmaps
Pairplots
Distribution Analysis
Labs
Sales Data Analysis
Assignments
Employee Attrition Analysis
Job-Oriented Scenarios
Data Cleaning of Enterprise Datasets
Module 4: SQL for Data Science
Topics
Database Fundamentals
SQL Queries
Filtering
Joins
Aggregations
Subqueries
Window Functions
CTEs
Stored Procedures
Views
Labs
Customer Database Analysis
Assignments
Retail Data Analytics
Job-Oriented Scenarios
Data Extraction from Data Warehouses
Module 5: Exploratory Data Analysis (EDA)
Topics
Data Profiling
Missing Value Treatment
Outlier Detection
Correlation Analysis
Feature Understanding
Statistical Summaries
Data Visualization Techniques
Business Insights Extraction
Labs
Loan Dataset Analysis
Assignments
E-Commerce Sales Analysis
Job-Oriented Scenarios
Customer Segmentation Analysis
Module 6: Statistics for Data Science
Topics
Descriptive Statistics
Probability Theory
Probability Distributions
Normal Distribution
Central Limit Theorem
Hypothesis Testing
Confidence Intervals
Correlation
Covariance
Chi-Square Test
ANOVA
A/B Testing
Labs
Marketing Campaign Analysis
Assignments
Customer Behavior Analysis
Job-Oriented Scenarios
Product Performance Testing
Module 7: Machine Learning Fundamentals
Topics
Introduction to Machine Learning
Supervised Learning
Unsupervised Learning
Reinforcement Learning
Training and Testing Data
Bias and Variance
Model Evaluation
Cross Validation
Feature Engineering
Model Deployment Concepts
Assignments
Predict Customer Purchases
Job-Oriented Scenarios
Build Prediction Models for Business Decisions
Module 8: Data Preprocessing & Feature Engineering
Topics
Data Cleaning
Missing Value Handling
Outlier Treatment
Feature Scaling
Encoding Techniques
Feature Selection
Dimensionality Reduction
Data Transformation
SMOTE
Data Balancing
Labs
Insurance Dataset Preparation
Assignments
Banking Dataset Feature Engineering
Module 9: Supervised Machine Learning
Topics
Regression Algorithms
Linear Regression
Multiple Regression
Ridge Regression
Lasso Regression
Polynomial Regression
Classification Algorithms
Logistic Regression
KNN
Naive Bayes
Decision Trees
Random Forest
Support Vector Machines
Labs
House Price Prediction
Customer Churn Prediction
Assignments
Credit Risk Analysis
Job-Oriented Scenarios
Loan Approval Prediction
Insurance Claim Prediction
Module 10: Ensemble Learning
Topics
Bagging
Boosting
Random Forest
AdaBoost
Gradient Boosting
XGBoost
LightGBM
CatBoost
Stacking
Labs
Fraud Detection
Assignments
Telecom Churn Prediction
Module 11: Unsupervised Learning
Topics
Clustering Fundamentals
K-Means Clustering
Hierarchical Clustering
DBSCAN
PCA
Market Basket Analysis
Association Rule Mining
Labs
Customer Segmentation
Assignments
Retail Product Recommendations
Job-Oriented Scenarios
Customer Behavior Analysis
Module 12: Time Series Analysis
Topics
Time Series Fundamentals
Trend Analysis
Seasonality
ARIMA
SARIMA
Prophet
Forecasting Techniques
Labs
Sales Forecasting
Assignments
Stock Price Analysis
Job-Oriented Scenarios
Demand Forecasting
Module 13: Natural Language Processing (NLP)
Topics
Text Processing
Tokenization
Stemming
Lemmatization
TF-IDF
Word Embeddings
Sentiment Analysis
Text Classification
Topic Modeling
Labs
Sentiment Analysis Project
Assignments
Social Media Analytics
Job-Oriented Scenarios
Customer Feedback Analysis
Module 14: Deep Learning Fundamentals
Topics
Neural Networks
Perceptrons
Activation Functions
Backpropagation
TensorFlow
Keras
PyTorch Introduction
Model Optimization
Labs
Image Classification
Assignments
Handwritten Digit Recognition
Module 15: Computer Vision
Topics
Image Processing
OpenCV
CNN Fundamentals
Object Detection
Face Detection
Image Classification
Transfer Learning
Labs
Face Recognition System
Assignments
Defect Detection System
Module 16: Generative AI & LLM Fundamentals
Topics
Introduction to Generative AI
Large Language Models
Transformers
Prompt Engineering
RAG Architecture
Vector Databases
LangChain
AI Agents
Fine-Tuning Concepts
Labs
AI Chatbot Development
Assignments
Document Search Assistant
Job-Oriented Scenarios
Enterprise AI Assistant
Module 17: MLOps
Topics
ML Lifecycle
Model Versioning
MLflow
DVC
Docker for ML
Kubernetes Basics
CI/CD for ML
Monitoring Models
Model Retraining
Labs
ML Deployment Pipeline
Assignments
End-to-End MLOps Project
Module 18: Model Deployment
Topics
Flask
FastAPI
REST APIs
Docker Containers
Cloud Deployment
Azure ML
AWS SageMaker
GCP Vertex AI
Labs
Deploy ML API
Assignments
Production Deployment
Module 19: Data Visualization & BI
Topics
Power BI Integration
Tableau Fundamentals
Dashboard Design
KPI Reporting
Storytelling with Data
Labs
Executive Dashboard
Assignments
Sales Analytics Dashboard
Module 20: Capstone Projects
Project 1
Customer Churn Prediction System
Project 2
Loan Approval Prediction Engine
Project 3
Fraud Detection System
Project 4
Retail Recommendation Engine
Project 5
Stock Market Prediction Platform
Project 6
Healthcare Disease Prediction System
Project 7
Sentiment Analysis Platform
Project 8
AI-Powered Resume Screening System
Project 9
Customer Segmentation Platform
Project 10
Generative AI Enterprise Chatbot
Project 11
Predictive Maintenance System
Project 12
End-to-End MLOps Deployment Project
Real-Time Job-Oriented Scenarios
Data Analyst Scenarios
50 SQL Analysis Scenarios
50 EDA Scenarios
30 Dashboard Scenarios
Data Scientist Scenarios
100 Predictive Modeling Scenarios
50 Feature Engineering Scenarios
50 Statistical Analysis Scenarios
Machine Learning Engineer Scenarios
75 Model Development Scenarios
50 Model Optimization Scenarios
30 Deployment Scenarios
AI Engineer Scenarios
50 NLP Scenarios
30 Computer Vision Scenarios
30 Generative AI Scenarios
20 Agentic AI Scenarios
MLOps Scenarios
30 MLflow Scenarios
25 Docker Scenarios
25 Kubernetes Scenarios
20 CI/CD Scenarios
Interview Preparation
Data Science
500+ Data Science Interview Questions
Machine Learning
500+ Machine Learning Interview Questions
Python
300+ Python Coding Questions
SQL
300+ SQL Interview Questions
AI & Generative AI
200+ LLM and GenAI Questions
Mock Interviews
HR Interview Preparation
Technical Interviews
Case Study Discussions
Resume Building Workshops
Recommended Certifications
Microsoft Certified: Azure Data Scientist Associate
AWS Certified Machine Learning Engineer – Associate
Google Professional Machine Learning Engineer
TensorFlow Developer Certificate
Databricks Certified Machine Learning Professional
Enquire Now
Why Radical Technologies
Live Online Training
Highly practical oriented training
Installation of Software On your System
24/7 Email and Phone Support
100% Placement Assistance until you get placed
Global Certification Preparation
Trainer Student Interactive Portal
Assignments and Projects Guided by Mentors
And Many More Features
Course completion certificate and Global Certifications are part of our all Master Program
Live Classroom Training
Weekend / Weekdays / Morning / Evening Batches
80:20 Practical and Theory Ratio
Real-life Case Studies
Easy Coverup if you missed any sessions
PSI | Kryterion | Redhat Test Centers
Life Time Video Classroom Access ( coming soon )
Resume Preparations and Mock Interviews
And Many More Features
Course completion certificate and Global Certifications are part of our all Master Program
Self Paced Training
Self Paced Learning
Learn 300+ Courses at Your Own Time
50000+ Satisfied Learners
Course Completion Certificate
Practical Labs Available
Mentor Support Available
Doubt Clearing Session Available
Attend Our Virtual Job Fair
10% Discounted Global Certification
Course completion certificate and Global Certifications are part of our all Master Program
Like the Curriculum ? Let's Get Started
Global Certification
Radical Technologies is the leading IT certification institute in Kochi, offering a wide range of globally recognized certifications across various domains. With expert trainers and comprehensive course materials, it ensures that students gain in-depth knowledge and hands-on experience to excel in their careers. The institute’s certification programs are tailored to meet industry standards, helping professionals enhance their skillsets and boost their career prospects. From cloud technologies to data science, Radical Technologies covers it all, empowering individuals to stay ahead in the ever-evolving tech landscape. Achieve your professional goals with certifications that matter.
career services
At Radical Technologies, we are committed to your success beyond the classroom. Our 100% Job Assistance program ensures that you are not only equipped with industry-relevant skills but also guided through the job placement process. With personalized resume building, interview preparation, and access to our extensive network of hiring partners, we help you take the next step confidently into your IT career. Join us and let your journey to a successful future begin with the right support.
At Radical Technologies, we ensure you’re ready to shine in any interview. Our comprehensive Interview Preparation program includes mock interviews, expert feedback, and tailored coaching sessions to build your confidence. Learn how to effectively communicate your skills, handle technical questions, and make a lasting impression on potential employers. With our guidance, you’ll walk into your interviews prepared and poised for success.
At Radical Technologies, we believe that a strong professional profile is key to standing out in the competitive IT industry. Our Profile Building services are designed to highlight your unique skills and experiences, crafting a resume and LinkedIn profile that resonate with employers. From tailored advice on showcasing your strengths to tips on optimizing your online presence, we provide the tools you need to make a lasting impression. Let us help you build a profile that opens doors to your dream career.
- Course Completed ?
- Need Interview Supports?
- Need Job Assistance?
- Came from Any Other Institute ?
- Join our Brush up Session & Get Support until You find a Job!
Radical Learning Eco-System
Exam simulator
Cloud SandBox
Hands - on Cloud Lab
Developer Coding Ground
Testimonials
Our Alumni
Online Batches Available for the Areas
Kochi | Fort Kochi | Mattancherry | Ernakulam | Marine Drive | Kakkanad | Palarivattom | Kadavanthra | Chullikkal | Elamakkara | Kochi Port | Vyttila | Aluva | Thrippunithura | Panampilly Nagar | Edappally | Kothad | Njarackal
Datascience & Machine Learning With Python Course Certification with Training in Kochi
At Radical Technologies, we are committed to providing world-class Azure Data Engineer Training in Bangalore, helping aspiring data professionals master the skills needed to excel in the rapidly growing field of cloud data engineering. As the leading institute for Azure Data Engineer Course In Bangalore, we offer comprehensive, hands-on training designed to meet the demands of today’s data-driven organizations.
Our Azure Data Engineer Training Bangalore program covers every aspect of the Azure Data Engineer Syllabus, ensuring that students receive in-depth knowledge of data architecture, data processing, and data storage on Microsoft Azure. Whether you prefer attending classes in-person or via Azure Data Engineer Online Training, Radical Technologies provides flexible learning options to suit your needs.
Our Azure Data Engineering Training is renowned for its practical, real-world approach. Students have access to an industry-leading Azure Data Engineer Bootcamp, which combines theory and hands-on labs to ensure they are fully prepared for their certification exams. The Microsoft Azure Data Engineer Training is tailored to cover all key topics, from data integration to security, and is led by experienced professionals who are experts in their field.
For professionals and organizations seeking Azure Data Engineering Corporate Training, we offer tailored courses that address specific business needs. Our Azure Data Engineering Corporate Training Course ensures that teams gain practical experience in building scalable, secure, and efficient data solutions on Azure.
At Radical Technologies, our Azure Data Engineer Courses are structured to ensure that both beginners and experienced professionals alike can enhance their knowledge. The Azure Data Engineer Certification Training offered here equips students with the skills and credentials needed to stand out in a competitive job market.
Our institute also offers the Azure Data Engineer Full Course, which provides a comprehensive pathway for mastering Azure Data Engineering concepts and techniques. We take pride in being one of the top Azure Data Engineer Institutes in Bangalore, with a proven track record of helping students achieve their Azure Data Engineering Certification.
Whether you are looking for Azure Data Engineer Training Online or prefer our in-person classes in Bangalore, Radical Technologies is your trusted partner for career advancement in data engineering. Join us today to enroll in the Best Azure Data Engineer Course and kick-start your journey towards becoming a certified data engineer.
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