Introduction to Data Science and AI – Castor Academy

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Exploratory data analysis

Machine learning

Programming lenguages

Overview

This course takes you from foundational knowledge to practical application in data science, preparing you for real-world roles and future specialization in AI. You will build skills across mathematics, statistics, Python, data analytics, SQL, and modern AI workflows, while also strengthening professional competencies such as project planning, personal branding, networking, and professional English. The course culminates in a capstone project where you design and prototype a functional agentic AI product.

By

argenticare

Share

Introduction to Data Science and AI

Category:

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Artificial Intelligence

Data Analytics

Programming

0

1

Enrollments

Level

Intermediate

Time to Complete:

120 hours 0 minute

Lessons:

42

Certificate:

Yes

Free

Overview

This course takes you from foundational knowledge to practical application in data science, preparing you for real-world roles and future specialization in AI. You will build skills across mathematics, statistics, Python, data analytics, SQL, and modern AI workflows, while also strengthening professional competencies such as project planning, personal branding, networking, and professional English. The course culminates in a capstone project where you design and prototype a functional agentic AI product.

What You’ll Learn?

Design and implement end-to-end data science workflows using Python, SQL, and structured data

Apply core concepts from statistics, probability, linear algebra, and calculus in data science contexts

Work confidently with relational databases, SQL queries, and knowledge graph fundamentals

Understand and apply machine learning theory, algorithms, and pretrained models

Build agentic AI systems using embeddings, prompt engineering, LLM APIs, RAG, and LangGraph

Plan, structure, and manage technical projects using standard project management practices

Develop professional skills for job search, networking, communication, and portfolio building

Deliver a complete Agentic AI product through a real-world capstone project

Requirements

Basic familiarity with programming concepts is recommended

A computer with internet access and permission to install software

Willingness to work independently and explore external resources

No prior experience in machine learning or AI is required

Instructor(s)

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argenticare

Profile

Syllabus Overview

42

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1

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Self-Learning and Meta-Learning

15:08

Job Search, Networking, and Professional Visibility

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Personal Branding, Marketing, and Networking

Networking on LinkedIn

Job Search Strategies and Applications

11:00

Building and Maintaining a Data Portfolio

Professional English for Real-World Scenarios

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Scenario-Based Practice

Project Planning and Management Fundamentals

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Project Plan Fundamentals

12:00

Work Breakdown Structure (WBS)

11:20

Time Estimation

06:40

Budget Estimation

22:00

Project Tracking and Monitoring

12:00

Quality Management

07:45

Management Approaches: Agile vs Waterfall

03:30

Basic Contracts in Project Work

Innovation and Product Development Foundations

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Foundations of Innovation

45:00

Product Development Lifecycle

53:30

User-Centered Design

08:30

Intellectual Property and Licenses

06:00

Local Environments and Essential Technical Tools

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Computer Requirements for Data Science

Local Development Environments

Basic Shell Commands

Version Control with Git and GitHub

Mathematical Foundations for Data Science

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Probability Fundamentals

02:26:00

Linear Algebra Basics

02:58:00

Calculus Basics

03:08:00

Intermediate Python Programming

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Data Structures and Algorithms

05:00:00

Intermediate Python Concepts

Core Python Libraries

Web Scraping Basics

25:22

Using APIs for Data Access

Data Analytics with SQL and Structured Data

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Database Design Fundamentals

08:07:00

SQL for Data Analysis

Knowledge Graph Basics

01:23:00

Machine Learning Fundamentals

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Core Machine Learning Theory

05:00:00

Common Machine Learning Algorithms

01:45:00

Using Pretrained Machine Learning Models

Agentic AI and Large Language Models

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Embeddings

36:00

Prompt Engineering

Large Language Models: Theory

05:00:00

Large Language Models: Practice

LangGraph Fundamentals

Analyzing Agentic AI Products

Capstone Project: Agentic AI Product

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Agentic AI Product

Material Includes

Curated video lessons and guided learning activities

Hands-on exercises and practical implementation tasks

External notebooks, tutorials, and technical documentation references

Capstone project guidelines and evaluation criteria

Portfolio-ready project structure and deliverables

Learner Reviews

0 review

0

(Average)

5

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4

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3

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2

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1

0 review

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Artificial Intelligence

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Artificial Intelligence

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Programming

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Artificial Intelligence

Learning Strategies

Professional Skills