Machine Learning -Coursera by Naiyan Noor.pdf

Machine learning is a branch of artificial intelligence (AI) where computers learn patterns from data and make predictions or decisions without being explicitly programmed. Instead of following fixed rules, a machine learning system improves its performance by analyzing examples and experience.

Key points:

Data-driven: Learns from past data.

Prediction: Can forecast outcomes (like sales or weather).

Automation: Reduces need for manual programming.

Types:

Supervised Learning: Learns from labeled data.

Unsupervised Learning: Finds patterns in unlabeled data.

Reinforcement Learning: Learns by trial and error using feedback.

In short, machine learning lets computers “learn” and make smarter decisions over t

1. 3 Courses
Supervised Machine
Learning: Regression and
Classification
Advanced Learning
Algorithms
Unsupervised Learning,
Recommenders,
Reinforcement Learning
Andrew Ng
Founder,
DeepLearning.AI and
Adjunct Professor,
Stanford University

Mar 4, 2024
Naiyan Noor
has successfully completed the online, non-credit Specialization
Machine Learning
Congratulations on completing all three courses of the Machine
Learning Specialization! You studied modern machine learning
concepts, including supervised learning (linear regression, logistic
regression, neural networks, decision trees), unsupervised learning
(clustering, anomaly detection), recommender systems, and
reinforcement learning. You learned some of the best practices for
building machine learning models. You’ve also gained practical skills to
apply machine learning techniques to challenging real-world problems.
Now #BreakIntoAI and start building your career in machine learning!
The online specialization named in this certificate may draw on material from courses taught on-campus, but the included
courses are not equivalent to on-campus courses. Participation in this online specialization does not constitute enrollment
at this university. This certificate does not confer a University grade, course credit or degree, and it does not verify the
identity of the learner.
Verify this certificate at:
https://coursera.org/verify/specializat
ion/8Z4LJVT7AU5S