BestsellerPopular

AI & Machine Learning Fundamentals

Understand artificial intelligence concepts, build ML models, and explore deep learning, NLP, and computer vision.

4.8
(956 ratings)
5,800 students

Created by Dr. Amara Osei

Last updated March 2026EnglishIntermediate
₦420,000₦620,00032% off

60h

Video content

22

Articles

30

Resources

Yes

Certificate

What you'll learn

Understand core AI and ML concepts and terminology
Implement supervised and unsupervised learning algorithms
Build neural networks with TensorFlow and PyTorch
Apply NLP techniques for text analysis and generation
Implement computer vision with CNNs
Understand reinforcement learning fundamentals
Evaluate and optimize ML models effectively
Apply AI ethically and responsibly

Course Content

5 sections • 21 lectures • 14h total length

5 sections • 21 lectures • 14h 20m total length

  • What is Artificial Intelligence?Preview25:00
  • Types of Machine Learning32:30
  • Mathematics for ML55:20
  • Python for ML Setup20:15
  • Linear & Logistic Regression48:00
  • Decision Trees & Random Forests42:30
  • Support Vector Machines38:20
  • Clustering & Dimensionality Reduction45:15
  • Model Selection & Validation35:00
  • Neural Network Fundamentals50:00
  • Building Networks with TensorFlow58:30
  • PyTorch for Deep Learning52:20
  • Training & Regularization42:15
  • Text Processing & Embeddings45:00
  • Transformer Architecture55:30
  • CNN for Image Classification48:20
  • Object Detection & Segmentation42:15
  • Reinforcement Learning Intro38:00
  • AI in Healthcare & Agriculture32:30
  • AI Ethics & Bias28:20
  • Capstone: End-to-End ML Project25:00

Requirements

  • Basic Python programming knowledge
  • High school level mathematics
  • A computer with 8GB+ RAM (GPU optional)
  • Completion of a Python course or equivalent experience

Description

Artificial intelligence is reshaping every industry. This course provides a solid foundation in AI and machine learning concepts, with hands-on projects using Python, TensorFlow, and PyTorch.

You will learn the mathematics behind ML algorithms, build practical models, and understand how AI is being applied across industries in Africa. The course bridges theory and practice with real-world datasets.

Skill levelIntermediate
Duration8 months
LanguageEnglish
CertificateIncluded
Last updatedMarch 2026

Instructor

AO

Dr. Amara Osei

AI Research Scientist

4.9 Instructor rating14,500 students4 courses956 reviews

Dr. Amara is an AI research scientist with publications in top ML conferences. She previously worked at DeepMind and is now focused on building AI solutions for African challenges in healthcare and agriculture.

Student Reviews

4.8
Course Rating
5
68%
4
22%
3
6%
2
3%
1
1%
YA

Yemi Alade

4 days ago

Dr. Amara is a world-class instructor. She makes complex ML mathematics approachable and the hands-on projects are genuinely useful. Best AI course in Africa.

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OE

Obinna Eze

2 weeks ago

The NLP and computer vision modules are outstanding. I applied what I learned to build a crop disease detection app for my community.

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RI

Rahama Ismail

1 month ago

Excellent course. The mathematics section at the beginning is challenging but necessary. The African-focused use cases make this uniquely valuable.

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Frequently Asked Questions

Once enrolled, you have lifetime access to the course materials, including any future updates. Learn at your own pace with no time restrictions or deadlines.

Yes! Upon completing all course modules and assignments, you will receive a verifiable certificate of completion from TecTerminal that you can add to your CV and LinkedIn profile.

We offer a 30-day money-back guarantee. If the course does not meet your expectations within the first 30 days of purchase, you can request a full refund -- no questions asked.

Each course clearly states its prerequisites and recommended experience level. Beginner courses require no prior knowledge, while Intermediate and Advanced courses may require foundational skills. Check the Requirements section for specifics.

Yes, all downloadable resources including project files, cheat sheets, and supplementary materials are available for offline use. Video content is available for streaming only.

Absolutely. Our instructors regularly update course content to reflect the latest industry standards, tools, and best practices. You will always have access to the most current material.

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