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Artificial Intelligence

Avanteia Course Details
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Artificial Intelligence: Level-01

(1,230 reviews)
author
Created by
Avanteia

Total Enrolled

12,580

Last Update

15 September 2024

Introduction to Artificial Intelligence Level-01

Overview:

  • Intermediate skills in Artificial Intelligence, focusing on model development, data processing, and algorithm optimization.
  • Duration: 2 Months

Topics Covered:

  • AI Basics
  • Tools
  • Python
  • Projects
  • Logic
  • ML Models

Syllabus

Module 1: Introduction to AI
  • What is AI? Types of AI (ANI, AGI, ASI)
  • History & milestones
  • AI in daily life (examples: Google, Netflix, Alexa)
  • Careers in AI

Module 2: Python for AI
  • Python basics (variables, loops, functions)
  • Data types, conditionals, OOP overview
  • Working with libraries: NumPy, Pandas
  • File handling & basic visualization (Matplotlib)

Module 3 : Data Fundamentals
  • What is data? Structured vs unstructured
  • Data preprocessing, cleaning, normalization
  • Exploratory Data Analysis (EDA)
  • Hands-on: cleaning sample datasets

Module 4 : Basics of Machine Learning
  • What is ML vs AI?
  • Supervised vs Unsupervised
  • Simple algorithms: Linear Regression, KNN, Decision Trees
  • Model evaluation basics (accuracy, precision, recall)

Module 5 : Supervised Learning
  • Regression models: Linear, Logistic
  • Classification algorithms: SVM, Naive Bayes, Random Forest
  • Model evaluation metrics (Confusion Matrix, ROC, F1)
  • Hands-on: Spam email classification

Module 6 : Unsupervised Learning
  • Clustering (K-means, DBSCAN, Hierarchical)
  • Dimensionality Reduction (PCA, t-SNE)
  • Applications in customer segmentation
  • Hands-on: Market basket analysis

Module 7 : Introduction to NLP
  • Text preprocessing (tokenization, stop words, stemming)
  • Bag of Words, TF-IDF
  • Sentiment analysis basics
  • Hands-on: Twitter sentiment analyzer

Module 8 : Computer Vision Basics
  • Image representation & preprocessing
  • Edge detection, feature extraction
  • Intro to CNNs (conceptual)
  • Hands-on: Face detection using OpenCV

Module 9 : Model Deployment Basics
  • Saving & loading models (Pickle, Joblib)
  • Intro to Flask for AI apps
  • Hands-on: Deploy ML model locally

Module 10 : Capstone Project
  • Choose 1 project:
    1 Customer churn prediction
    2 Movie recommendation system
    3 Fake news detection.


Learning Outcome

  • Design and implement intelligent AI solutions using real-time data for automation, predictive analytics, and smart decision-making across industries.

Reviews

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    Mansi Manjrekar

    Avanteia offers the best IT courses in Goa! I enrolled for Digital Marketing and my friend joined Web Development – both of us got hands-on training with real projects. Highly recommend for job-seekers and students!

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    Tanraj Simones

    This is the only institute in Goa that truly focuses on career growth. Whether it's Cybersecurity, Blockchain or Digital Marketing, the trainers are super helpful and the learning is very practical.

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    Barkelo Gaonkar

    Avanteia Courses are industry-ready and job-focused. I loved the practical sessions, internship support, and certifications. If you're in Goa and serious about IT skills, this is the place to join.

🛣️ AI Roadmap for Intermediate Learners

A structured path to deepen your AI knowledge, covering advanced machine learning, neural networks, NLP, deployment, and ethical AI.

1
Step 1
📊

Artificial Intelligence Level 01

Strengthen AI fundamentals with enhanced machine learning, data fundamentals, Python libraries, basic NLP, and computer vision.

2
Step 2
🚀

Artificial Intelligence Level 02

Advance to deep learning, transformers, reinforcement learning, model deployment, and ethical AI practices.

3
Step 3
🧑‍💻

Internship

Gain hands-on experience applying AI skills on live projects during a free, 1-year internship.

1 Year
FREE
4
Step 4
📝

Mini Project

Apply your advanced AI knowledge by working on guided mini projects across various AI applications.

6 Months
5
Step 5
💼

Expected Jobs

Prepare for roles like Machine Learning Engineer, AI Researcher, NLP Specialist, and Computer Vision Engineer.

Machine Learning Engineer
AI Researcher
NLP Specialist
Computer Vision Engineer
Data Scientist
🎯

🏆 Career Destinations

Entry-level (India)
₹6–12 LPA
Mid-level (India)
₹15–28 LPA
Senior-level (India)
₹30–55 LPA+
🌎 Global Roles
$80,000–$160,000