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AI Engineer Learning Path

Advanced

8 courses

120 hours

15,420 students

Your Progress

3/8 courses • 37%

About This Path

Master artificial intelligence and machine learning to build intelligent applications. This comprehensive path takes you from Python basics to advanced deep learning and production ML systems.

What You'll Learn

Build production-ready AI applications

Implement machine learning algorithms from scratch

Work with deep learning frameworks (TensorFlow, PyTorch)

Deploy ML models to production

Apply NLP techniques to real-world problems

Create computer vision applications

Understand AI ethics and responsible AI development

Learning Roadmap
1
Foundation

Build strong fundamentals in Python and mathematics

Completed
Python Programming Fundamentals

Master Python basics, data structures, and object-oriented programming

Beginner
15h
45 lessons

Skills you'll learn:
Python
OOP
Data Structures
+500 XP
+150
Completed
Mathematics for Machine Learning

Linear algebra, calculus, probability and statistics

Intermediate
20h
60 lessons

Skills you'll learn:
Linear Algebra
Calculus
Statistics
+600 XP
+200
2
Machine Learning Basics

Learn core ML concepts and algorithms

Completed
Introduction to Machine Learning

Supervised and unsupervised learning, model evaluation

Intermediate
18h
55 lessons

Skills you'll learn:
Supervised Learning
Unsupervised Learning
Model Evaluation
+700 XP
+250
Data Processing with Pandas & NumPy

Data manipulation, cleaning, and feature engineering

Intermediate
12h
40 lessons

Skills you'll learn:
Pandas
NumPy
Feature Engineering
+500 XP
+150
3
Deep Learning

Master neural networks and deep learning frameworks

Deep Learning with TensorFlow

Neural networks, CNNs, RNNs, and transfer learning

Advanced
25h
70 lessons

Skills you'll learn:
TensorFlow
Neural Networks
CNNs
RNNs
+1000 XP
+400
Locked
PyTorch for Deep Learning

Dynamic computational graphs and advanced architectures

Advanced
20h
60 lessons

Skills you'll learn:
PyTorch
Advanced Architectures
Model Optimization
+900 XP
+350
4
Specialized AI

Apply AI to specific domains

Locked
Natural Language Processing

Text processing, transformers, and language models

Advanced
18h
50 lessons

Skills you'll learn:
NLP
Transformers
BERT
GPT
+850 XP
+300
Locked
Computer Vision Applications

Image classification, object detection, segmentation

Advanced
22h
65 lessons

Skills you'll learn:
Computer Vision
Object Detection
Image Segmentation
+950 XP
+350
Path Rewards

+5000 XP

Total Experience


+2000 Coins

Total Coins

Prerequisites
  • Basic programming knowledge

  • Understanding of mathematics (algebra, calculus)

  • Familiarity with data structures

Career Outcomes
AI Engineer

$120,000 - $180,000

Machine Learning Engineer

$130,000 - $200,000

Data Scientist

$110,000 - $160,000

Research Scientist

$140,000 - $220,000