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(*For Limited Period Offer) - Duration 4.5 months*
Fundamentals of Datascience & AI
About this course
EarnWealth Academy's Udaan offers a Fundamentals of Data Science & AI course designed to get you a Job in Data Science & AI. Students are taught everything they need to know to build and launch software products, right through graduation. Through our proven method of teaching by working on a full-blown product, we give our students real world experience and the skills required to work in a Data Science & AI.
Syllabus
Module 1: Introduction to Computer Programming
Programming with Python
- Introduction to Python
- Data Types
- Indexing & Slicing
- Operators
- Functions & Methods
Python Control Flow
- Statements & Conditions
- Iteratitiveness
- Conditional Loops
- Advanced Looping
Object Oriented Programming
- Creating Functions
- OOPs in Python
- Exception Handling
Module 2: Data Handling in Python
Data Structures & Algorithms
- Fundamentals of Data Structures
- String Operations
- Fundamentals of Recursion
- Advanced Recursion
- Introduction to Algorithm
Data Structures & Algorithms
- Using Matplotlib & Seaborn
- Data Vizualization Tips & Best practices
- Exploratory Data Analysis - Case Study
Data wrangling Libraries
- Introduction to Pandas & Numpy
- Fundamentals of Data Wrangling
- Advanced Data Wrangling
- Working with Time Series Data
- Data Cleaning Techniques
- Handling Data in Different Formats
- Web Scraping using Python
Module 3: Relational Databases
Getting Started with SQL
- Introdcution to different types of Databases
- Introduction of SQL
- Useing SQL in data operations
- Advanced SQL Joins
In-Built Functions
- String Functions
- Using Mathematical Functions
- DateTime Functions
- Advanced functions in SQL
Data Preparation with SQL
- Advanced SQL Queries Utilizing CTE and Pivot Operations
- Exploring Data Using SQL and Python
- Indexes and Views
- Data Normalization and Schema creation
Module 4: Visualization of Data
Data Analysis using Excel
- Introduction to Excel Ecosystem
- Creating Charts
- Planning Dashboards
- Create Dashboards
Data presentation concepts
- Introduction of Excel functions
- Built-in functions for data analysis
- Preparing reports using Excel
Using PowerBI
- Create Dashboard using Power BI
- ETL Concepts using Power BI
- Fundamentals of Power Query and Power BI Dataflows
Module 5: Applied Statistics
- Fundamentals of Statistics for Data Science
- Advanced Statistics for Data Science
Understading Key Statistical application in Data Science
- Descriptive Statistics
- Probability Basics
- Probability Distributions
- Correlation and Regression
- Statistical Software Tools
- Data Ethics and Statistics
- Data Sampling
Module 6: Introduction to Machine Learning and its relation with AI
Fundamentals of ML
- Introduction to Machine Learning
- Supervised Models
- Implementation of Supervised Model
- Unsupervised Models
- Implementation of Unsupervised Model
Training your data
- Data Preparation for ML Models
- Model Performance
- Data training techniques
- Case Study
Understanding AI
- 8 Stages of AI
- Relationship Between AI and ML
- Introduction to LLM
- Using APIs of Chat GPT
- Create Chatbot using ChatGPT APIs
This Course is for
Students are taught everything they need to know to build and launch software products, right through graduation. Through our proven method of teaching by working on a full-blown product, we give our students real world experience and the skills required to work in a Data Science & AI.
Contact Details
For more details, feel free to contact us.
Office No-409,C-Wing KPCT Mall, Fathima Nagar, Wanwari, Pune - 411040
+91 - 8261879113
academy@earnwealth.in