Machine Learning Program
Project Overview
Curriculum
What you'll learn
- Students and Recent Graduates intending to bridge the gap between academic knowledge and practical skills.
- Working Professionals looking to enhance career prospects and stay updated with industry trends.
- Career Changers and Professionals on break intending to pivot to new industries by acquiring relevant skills.
- Freelancers and Entrepreneurs interested in expanding expertise for business growth and innovation.
Web Development
Program
Details
Introduction to Python
• Python Basics: Variables, Data Types, Conditionals, Loops
• Python Operators
• E-commerce Order Processing Implementation
• Functions, Lambda expressions, and Error Handling
• File Handling in Python
Statistics
• Matrices and Vectors for Data Analysis
• Distance Measures: Foundations and Applications
• Basic Probability and Statistical Distributions
• Inferential Basics and Hypothesis Testing
• Regression: Modeling Relationships
Working with Data
• Introduction to Pandas
• Data Manipulation with Pandas
• Sales Data Analysis Implementation
• Data analysis with NumPy
• Weather Data Analysis
Data PRE-
processing Concepts
• Data Cleaning
• Data Normalization
• Handling Missing Data
• Feature Engineering
• Feature Selection
Basics of Machine Learning
• Agglomerative Clustering
• Definition, Basics of Reinforcement Learning with examples
Machine Learning Methodology (CRISP DM)
• Steps in CRISP-DM Methodology
• Introduction Data Types
• Ordering Data
• Multicollinearity, Factor Analysis
Key concepts of Machine Learning
• Data Preparation and Sampling Techniques
• Introduction to Modeling and Assumptions
• Regression Techniques and Applications
• Advanced Machine Learning Algorithms
• Model Validation and Performance Metrics
Major Machine Learning Algorithms
• Supervised learning: linear Regression, logistic Regression, Decision Trees
• Unsupervised learning: k-means Clustering, PCA
• Model Evaluation and Validation
• Support Vector Machines (SVMs)
• Naive-Bayes
• KNN Classification
SQL
• Installation and Overview
• Understanding Data Types and Keywords in MySQL
• Creating Tables
• Inserting Data into Tables
• Where Clause
Deep Learning
• Basics of Neural Networks
• Introduction to CNNs and RNNs
Experience-Based Learning Approach
Real-World Industrial Projects
Amazon Purchase Prediction Model
Develop a predictive model to analyze customer purchase behavior on Amazon, identifying patterns and predicting future purchases using classification techniques and data exploration methods like clustering and dimensionality reduction.
Myntra Inventory Tracker and Analyzer
Develop an advanced inventory management system for Myntra, using data analysis and visualization to track inventory, analyze sales trends, and predict future restocking needs, optimizing the inventory process.
Zomato Customer Review Sentiment Analysis
Explore sentiment analysis by analyzing customer reviews from Zomato. This project aims to provide a practical foundation in sentiment analysis, data visualization, and core Python libraries for Machine Learning.
Curriculum
- 1 Section
- 0 Lessons
- 90 Days
Expand all sectionsCollapse all sections
- Introduction0
Certifications
> Enhances the substantial weight of your resume and LinkedIn profile
> Drives career growth and the potential to double your salary
> Facilitates promising placements for freshers
> Adds credibility to your skill set, tools knowledge, and project expertise
Certificate of paticipation(IIT Bombay)
IIT Bombay
Internship Certificate
Wipro
Certificate of Project Completion
Project
Our Mentors
Rishabh Chandnani
Having Experience of 10+ years in the field of AI & ML. Rishabh is working in Walmart as SDE 3.
Anubhav Tripathi
IIT Bhopal Mentor
Emil
Engineer in AutoDesk (Full Stack Developer)
Your questions answered
Common Students Queries
Who is eligible for Wipro certificate?
Wipro offers certification programs suitable for a diverse range of individuals including
• Students and recent graduates
• Working professionals
• Freelancers and entrepreneurs
How will I get this certificate?
- Labsity Project Certificate: After submitting your final projects, you can expect to receive the certificate within two weeks.
- Wipro certificate: there is an examination to get a C certificate.
- Internship certificate: You will receive this after completing internship with partnered company.
What is the validity of certificate?
Earn our certification and enjoy lifetime validation of your expertise, ensuring your credentials remain current and valuable throughout your career.
Is it possible to pursue this program simultaneously with my college studies?
Absolutely! Our program is designed to be flexible, allowing students to adapt it to their timetables. We recommend dedicating 7-10 hours per week to the course.
What advantages can I gain from having industry mentors?
Industry mentors are seasoned professionals from well-established companies with demonstrated expertise in specific domains. They serve as your ideal mentors to assist you in making informed decisions about your career path in the industry.
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