Certified - Intermediate AI Audio Course
Celková doba trvání:
19 h 35 min
Episode 1 — Orientation: How to Learn AI by Listening
Certified - Intermediate AI Audio Course
23:23
Episode 2 — What Is AI? Definitions, Scope, Everyday Uses
Certified - Intermediate AI Audio Course
28:55
Episode 3 — A Short History of AI: Booms, Winters, Breakthroughs
Certified - Intermediate AI Audio Course
27:23
Episode 4 — How AI Systems Work: Data, Models, Feedback Loops
Certified - Intermediate AI Audio Course
28:05
Episode 5 — Glossary Deep Dive I: Core Terms You’ll Hear Often
Certified - Intermediate AI Audio Course
28:45
Episode 6 — Types of AI: Narrow vs. General, Symbolic vs. Statistical
Certified - Intermediate AI Audio Course
29:59
Episode 7 — Problem Framing: Turning Goals into AI Questions
Certified - Intermediate AI Audio Course
25:14
Episode 8 — Data for AI: Collection, Labeling, and Quality Basics
Certified - Intermediate AI Audio Course
29:00
Episode 9 — Data Bias Preview: Sources, Signals, Mitigations
Certified - Intermediate AI Audio Course
31:43
Episode 10 — ML 101: Supervised Learning in Plain Language
Certified - Intermediate AI Audio Course
29:30
Episode 11 — ML 102: Unsupervised Learning and Clustering
Certified - Intermediate AI Audio Course
26:56
Episode 12 — ML 103: Reinforcement Learning at a High Level
Certified - Intermediate AI Audio Course
28:16
Episode 13 — Evaluating Models: Accuracy, Precision/Recall, AUC
Certified - Intermediate AI Audio Course
28:19
Episode 14 — Overfitting & Generalization: When Models Fool You
Certified - Intermediate AI Audio Course
28:54
Episode 15 — Feature Engineering: From Raw Data to Signals
Certified - Intermediate AI Audio Course
27:17
Episode 16 — From Rules to Learning: Why ML Beat Expert Systems
Certified - Intermediate AI Audio Course
28:26
Episode 17 — Deep Learning Basics: Neurons, Layers, Training Intuition
Certified - Intermediate AI Audio Course
28:04
Episode 18 — Computer Vision Basics: From Pixels to Patterns
Certified - Intermediate AI Audio Course
29:25
Episode 19 — Speech & Audio AI: STT, TTS, and Speaker ID
Certified - Intermediate AI Audio Course
29:59
Episode 20 — NLP Foundations: Pre-LLM Techniques Explained
Certified - Intermediate AI Audio Course
28:45
Episode 21 — Transformers Explained: Attention Without Equations
Certified - Intermediate AI Audio Course
27:47
Episode 22 — Large Language Models: What They Can and Can’t Do
Certified - Intermediate AI Audio Course
27:06
Episode 23 — Prompting Fundamentals: Reliable Patterns and Pitfalls
Certified - Intermediate AI Audio Course
26:53
Episode 24 — Retrieval-Augmented Generation (RAG): Using Your Own Data
Certified - Intermediate AI Audio Course
25:33
Episode 25 — Embeddings & Vector Databases: Meaning as Numbers
Certified - Intermediate AI Audio Course
27:44
Episode 26 — Generative AI Beyond Text: Images, Audio, Video
Certified - Intermediate AI Audio Course
30:02
Episode 27 — Safety, Bias, and Fairness: What Can Go Wrong and Why
Certified - Intermediate AI Audio Course
32:13
Episode 28 — Explainability & Transparency: Opening the Black Box
Certified - Intermediate AI Audio Course
31:05
Episode 29 — Human-in-the-Loop: People + AI for Better Outcomes
Certified - Intermediate AI Audio Course
31:14
Episode 30 — Productizing AI: From Prototype to Production (No Code)
Certified - Intermediate AI Audio Course
32:48
Episode 31 — MLOps Essentials: Monitoring, Drift, and Lifecycle
Certified - Intermediate AI Audio Course
33:00
Episode 32 — Data Privacy & Governance: Responsible Data Use
Certified - Intermediate AI Audio Course
31:42
Episode 33 — AI Security Primer: Threats and Defenses
Certified - Intermediate AI Audio Course
31:13
Episode 34 — Legal & Policy Landscape: Copyright, Consent, Compliance
Certified - Intermediate AI Audio Course
32:24
Episode 35 — Metrics That Matter: Measuring Value, Not Hype
Certified - Intermediate AI Audio Course
31:41
Episode 36 — Change Management: Helping Teams Adopt AI
Certified - Intermediate AI Audio Course
30:53
Episode 37 — Organizational Roles: Who Does What on an AI Team
Certified - Intermediate AI Audio Course
31:08
Episode 38 — AI in Customer Support: Chatbots, Agents, Escalations
Certified - Intermediate AI Audio Course
28:07
Episode 39 — AI in Marketing & Sales: Personalization and Scoring
Certified - Intermediate AI Audio Course
32:17
Episode 40 — AI in Operations & IT: Forecasting and Anomaly Detection
Certified - Intermediate AI Audio Course
34:02