IIT Guwahati - Certification in Full Stack Data Science and AI
- Offered byAlmaBetter
- Private Institute
Certification in Full Stack Data Science and AI at AlmaBetter Overview
Duration | 6 months |
Total fee | ₹75,000 |
Mode of learning | Online |
Official Website | Go to Website  |
Credential | Certificate |
Certification in Full Stack Data Science and AI at AlmaBetter Highlights
- Earn a certificate after completion of course from IIT Guwahati
- Fee payment can be done in installments
- Get placement support
- Resume building & mock interviews
- 2-day campus immersion program at IIT Guwahati
Certification in Full Stack Data Science and AI at AlmaBetter Course details
Individuals looking to transition into a Data Science career
Individuals interested in upskilling with an Advanced IIT certification
Understand the key concepts in data science, AI and machine learning, including data processing, statistical analysis and predictive modeling
Master the mathematical and statistical principles that underpin data science, such as linear algebra, calculus, probability and statistics
Learn methods for collecting, cleaning and preprocessing data from various sources, including structured, unstructured and semi-structured data
Develop skills in visualizing data using tools like Matplotlib, Seaborn and Plotly to identify trends, patterns and insights
Learn to build and train deep learning models using frameworks like TensorFlow and PyTorch
Certification in Full Stack Data Science and AI at AlmaBetter Curriculum
Introduction to Computer Programming
Getting Started with Python
Data Types in Python
Indexing & Slicing
In-built Functions and Methods
Conditional Statements
Loops & Iterations
Conditional & Infinite Looping
Advanced Looping Concepts
Custom functions in Python
Lambda & Map Functions
Errors and Exception Handling
OOPs in Python
Coding Best Practices
Arrays and Strings
Recursion - I and II
Sorting Algorithms
Search Algorithms
Competitive Coding
Numerical Programming in Python
Advanced Data Wrangling Concepts
Data Wrangling on Different Data Formats
Data Visualization with Matplotlib & Seaborn
Data Vizualization Tips & Variable Analysis
Exploratory Data Analysis | Ecommerce Case Study
Data Modelling via APIs
Interactive Visuals with Plotly
Streamlit Dashboards with dynamic Interactions
Relational Databases
Fundamentals of SQL Query
Dealing With Multiple Tables
Advanced SQL Joins
Type Casting & Math Functions
DateTime Functions
String Functions
Window Functions
Complex queries using CTE & Connecting with Azure Database
Data Exploration With SQL & Python
Database Management & Schema Design
Data Visualization Tools
Data Exploration with In-Built Functions
Excel Dashboarding
PowerQuery in Excel
Introduction to PowerBI & ETL
Dashboarding Concepts with Power BI
Introduction to DAX
Advanced DAX Functions
Getting Started with Tableau Ecosystem
Dashboarding & Storytelling with Tableau
Applied Business Analytics
Probability Theory & Random Variables
Summary Statistics
Probability Distributions
Sampling & Statistical Inference
Concept of Confidence
Hypothesis testing
Business Metrics 101
Web Analytics
Experiement Design
Workflow Management - Automated Code Execution
Machine Learning & Generative AI with Microsoft Azure
Supervised learning - Classification
Tree Based Model
Bagging, Boosting & Non Linear Algorithms
Data Preparation for ML Models & Cross validation
Feature Engineering & Model Interpretation
Unsupervised Learning
Customer Segmentation - Case Study
Time Series Analysis
Recommender Systems
Neural Networks
ML LifeCycle & Overview of AI
Data Pipeline, Flask & API
ML Deployment with Microsoft Azure
Computer Vision using Azure Studio
Natual Language Processing
Document Intelligence & Knowledge using Azure
Generative AI and Prompt Engineering
MultiPDFChat: Document Interaction Simplified
Certification in Full Stack Data Science and AI at AlmaBetter Faculty details
Certification in Full Stack Data Science and AI at AlmaBetter Placements
| Particulars | Statistics (2022) |
|---|---|
| Average Salary | INR 10.00 Lakh |
| Highest Salary | INR 16.00 Lakh |
| Lowest Salary | INR 6.20 Lakh |
| % Batch placed | 100 |
Top Recruiters for AlmaBetterCertification in Full Stack Data Science and AI at AlmaBetter Entry Requirements
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