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AI & Deep Learning

Advanced Machine Learning Systems & Edge Cases

This advanced track moves into real-world edge cases: forecasting, recommenders, imbalanced data, few-shot/meta learning, reinforcement learning, and ML system design.

๐Ÿ“š 5 units ๐Ÿชœ 8 steps / lessons โฑ๏ธ Self-paced
This course / diploma is coming soon
This course is coming soon โ€” register your details and we'll notify you when it launches.
Expected launch: Q3 2026
Pricing on launch

Available as part of AI diploma bundles

ุงู„ูƒูˆุฑุณ ุฏู‡ ู‚ูŠุฏ ุงู„ุชุญุถูŠุฑ โ€” ุณุฌู„ ุจูŠุงู†ุงุชูƒ ูˆู‡ู†ุจู„ุบูƒ ุฃูˆู„ ู…ุง ูŠู†ุฒู„.

๐Ÿš€ Enrollment opens soon ๐Ÿ”” Sign up to be notified
Outcomes3
Tools0
Projects0
CertificateVerified

What you will learn

  • โœ… Handle advanced ML scenarios beyond standard tabular work
  • โœ… Design stronger evaluation plans for noisy problems
  • โœ… Connect modeling decisions to deployment realities

Curriculum & units

๐Ÿ“š 5 units ๐Ÿชœ 8 steps โฑ๏ธ Flexible
Unit 1: Time Series 2 topics ยท Flexible pace
  • Lesson 1: Forecasting โ€” Splits, baselines, feature-based forecasting, evaluation
  • Lesson 2: Anomaly Detection โ€” Thresholding, statistical vs ML methods, evaluation
Unit 2: Recommenders 1 topics ยท Flexible pace
  • Lesson 1: Collaborative Filtering โ€” User-item matrix, implicit feedback, ranking metrics
Unit 3: Imbalanced ML 1 topics ยท Flexible pace
  • Lesson 1: Cost-sensitive Learning โ€” Resampling, class weights, PR-AUC focus, calibration
Unit 4: Meta Learning 2 topics ยท Flexible pace
  • Lesson 1: Meta Learning Fundamentals โ€” What is meta-learning, few-shot learning intuition, episodic training, prototypical networks concept, MAML intuition
  • Lesson 2: Practical Few-shot Workflows โ€” Data setup for few-shot tasks, evaluation protocols, overfitting risks, real use cases
Unit 5: Reinforcement Learning 3 topics ยท Flexible pace
  • Lesson 1: RL Foundations โ€” MDPs, states/actions/rewards, policy vs value, exploration vs exploitation, reward shaping pitfalls.
  • Lesson 2: Bandits (Highly Practical) โ€” Epsilon-greedy, UCB, Thompson sampling, offline evaluation basics, use cases.
  • Lesson 3: Deep RL Overview (Optional Advanced) โ€” DQN/PPO concepts, stability issues, sample efficiency, safety considerations.
Unit 4: ML System Design 1 topics ยท Flexible pace
  • Lesson 1: System Design for ML โ€” Batch vs real-time, feature store concept, SLAs, architecture docs
Project 1 topics ยท Flexible pace
  • Advanced Machine Learning Project

Projects you will build

Tools & platforms

Target audience

  • Intermediate ML practitioners
  • Engineers moving from fundamentals into specialization
  • Teams building advanced ML products

Career paths

What you receive after finishing

Verification-ready certificates and HR-friendly training letters.

๐Ÿ†

Verified Certificate

Official Learn in Depth completion certificate with QR verification.

Verifiable on the public verification page.

๐Ÿ‡ฌ๐Ÿ‡ง

English Training Letter

For international companies and overseas employment.

On official Learn in Depth letterhead, signed by the instructor.

๐Ÿ‡ช๐Ÿ‡ฌ

Arabic Training Letter

For local employers in MENA and university coordination.

Bilingual stamped letter ready for HR submission.

๐Ÿข

Company-Stamped Certificate

Company-stamped, for academic credit. Request it by contacting +20 155 876 5064 via WhatsApp or phone.

Issued upon request after successful completion.

Course FAQ

The current target is Q3 2026. Register via the form and we will send launch and pricing updates first.

ุงู„ู…ุณุชู‡ุฏู ุงู„ุญุงู„ูŠ ู‡ูˆ Q3 2026. ุณุฌู‘ู„ ุจูŠุงู†ุงุชูƒ ููŠ ุงู„ููˆุฑู… ูˆุณู†ุฑุณู„ ู„ูƒ ุฃูˆู„ ุชุญุฏูŠุซุงุช ุงู„ุฅุทู„ุงู‚ ูˆุงู„ุฃุณุนุงุฑ.

These tracks are currently marked Coming Soon. You can browse the curriculum and leave your details to be notified when registration opens.

ุญุงู„ูŠู‹ุง ุงู„ู…ุณุงุฑุงุช ููŠ ุญุงู„ุฉ Coming Soon. ุชู‚ุฏุฑ ุชุชุตูุญ ุงู„ู…ุญุชูˆู‰ ูˆุชุณุฌู„ ุงู‡ุชู…ุงู…ูƒ ู„ู†ุจู„ุบูƒ ุนู†ุฏ ูุชุญ ุงู„ุชุณุฌูŠู„.

Yes โ€” every track is designed around a verified certificate and hands-on project review.

ุฃูŠูˆุฉ โ€” ูƒู„ ู…ุณุงุฑ ู…ุตู…ู… ุจุดู‡ุงุฏุฉ ู…ูˆุซู‚ุฉ ูˆู…ุฑุงุฌุนุฉ ุนู…ู„ูŠุฉ ู„ู„ู…ุดุงุฑูŠุน ุงู„ุฑุฆูŠุณูŠุฉ.

Yes. The positioning, support, and project design target engineers in the Egyptian and Gulf markets with a strong practical hiring focus.

ุฃูŠูˆุฉุŒ ุงู„ุชุณูˆูŠู‚ ูˆุงู„ุฏุนู… ูˆุจู†ุงุก ุงู„ู…ุดุงุฑูŠุน ู…ุนู…ูˆู„ูŠู† ุฎุตูŠุตู‹ุง ู„ู…ู‡ู†ุฏุณูŠู† ุงู„ุณูˆู‚ ุงู„ู…ุตุฑูŠ ูˆุงู„ุฎู„ูŠุฌูŠ ู…ุน ุชุฑูƒูŠุฒ ุนู„ู‰ ุงู„ุชูˆุธูŠู ุงู„ุนู…ู„ูŠ.

Create your account, add the course to cart, and follow the payment steps.

ุณุฌู„ ุญุณุงุจูƒ ูˆุฃุถู ุงู„ูƒูˆุฑุณ ู„ู„ุณู„ุฉ ูˆุงุชุจุน ุฎุทูˆุงุช ุงู„ุฏูุน.

Yes โ€” students get an automatic discount shown at checkout.

ุฃูŠูˆู‡ โ€” ุงู„ุทู„ุจุฉ ู„ูŠู‡ู… ุฎุตู… ุฎุงุต ุจูŠุธู‡ุฑ ุฃูˆุชูˆู…ุงุชูŠูƒ.

All courses are recorded so you can learn at your own pace.

ูƒู„ ุงู„ูƒูˆุฑุณุงุช ู…ุณุฌู„ุฉ ุนุดุงู† ุชุชุนู„ู… ููŠ ุฃูŠ ูˆู‚ุช ูŠู†ุงุณุจูƒ.

Yes โ€” all courses are free for people from Palestine.

ุฃูŠูˆู‡ โ€” ูƒู„ ุงู„ูƒูˆุฑุณุงุช ู…ุฌุงู†ูŠุฉ ู„ุฃู‡ู„ ูู„ุณุทูŠู†.

Bank transfer, Vodafone Cash, InstaPay.

ุชุญูˆูŠู„ ุจู†ูƒูŠุŒ ููˆุฏุงููˆู† ูƒุงุดุŒ ุฅู†ุณุชุงุจุงูŠ.

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