Machine Learning for Absolute Beginners - Level 1
- Objectifs pédagogiques
- Sections du cours
- Avis
***** Feedback from Students ********
An excellent introduction to the topic. the lessons flowed logically and the course material was well presented. A very good course and a pleasure to take. Sam D.
« Good course for anyone who wants to make some sense of all the proper terminology and basic methodology of AI. Idan’s explanations are very clear and to the point, no fluff and no distractions! » Grace H.
« The course was actually amazing, giving me much more insight into AI. » Patrick A
« best ML course ever. » Parmanand S.
« Good and simple enough to start learning ML. » Cogent Systems.
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Machine Learning – Next Terminator is Here…?
The concept of Artificial Intelligence is used in sci-fiction movies to describe a virtual entity that crossed some critical threshold point and developed self-awareness. And like any good Hollywood movie, this entity will turn against humankind. OMG! It’s a great concept to fuel our basic survival fear; otherwise, no one will buy a ticket to the next Terminator movie 😉
As you may guess, things, in reality, are completely different. Artificial Intelligence is one of the biggest revolutions in the software industry. It is a mind-shift on how to develop software applications. Instead of using hard-coded rules for performing something, we let the machines learn things from data, decipher the complex patterns automatically, and then use it for multiple use cases.
AI-Powered Applications
There are growing amounts of AI-powered applications in a variety of practical use cases. Websites are using AI to better recommend visitors about products and services. The ability to recognize objects in real-time video streams is driven by machine learning. It is a game-changing technology, and the game just started.
Simplifying Things
The concept of AI and ML can be a little bit intimidating for beginners, and specifically for people without a substantial background in complex math and programming. This training is a soft starting point to walk you through the fundamental theoretical concepts.
We are going to open the mysterious AI/ML black box, and take a look inside, get more familiar with the terms being used in the industry. It is going to be a super interesting story. It is important to mention that there are no specific prerequisites for starting this training, and it is designed for absolute beginners.
Would you like to join the upcoming Machine Learning revolution?
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17The Degree of SupervisionLeçon vidéo
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18#1 - Supervised LearningLeçon vidéo
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19ClassificationLeçon vidéo
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20RegressionLeçon vidéo
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21Quick Check-Point #3Quiz
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22#2 - Unsupervised LearningLeçon vidéo
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23ClusteringLeçon vidéo
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24Dimension ReductionLeçon vidéo
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25Quick Check-Point #4Quiz
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26#3 - Reinforcement LearningLeçon vidéo
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27Decision-Making AgentLeçon vidéo
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28Quick Check-Point #5Quiz
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29IntroductionLeçon vidéo
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30Artificial Neural NetworksLeçon vidéo
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31Deep Learning ArchitecturesLeçon vidéo
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32Foundation ModelsLeçon vidéo
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33Large Language Models (LLMs)Leçon vidéo
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34Model TypesLeçon vidéo
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35Prompt and TokensLeçon vidéo
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36Total Tokens and Context WindowLeçon vidéo
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37Next Token Please!Leçon vidéo
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38Self-Supervised LearningLeçon vidéo
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39Improving and Adapting LLMsLeçon vidéo
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40SummaryLeçon vidéo
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41Quiz - Gen AIQuiz
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42IntroductionLeçon vidéo
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43Prompt SensitivityLeçon vidéo
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44Knowledge CutoffLeçon vidéo
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45It is not DeterministicLeçon vidéo
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46Structured DataLeçon vidéo
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47HallucinationsLeçon vidéo
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48Lack of Common SenseLeçon vidéo
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49Bias and FairnessLeçon vidéo
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50Data Privacy, Security, and MisuseLeçon vidéo
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51SummaryLeçon vidéo
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52Quiz - Challenges and LimitationsQuiz
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53IntroductionLeçon vidéo
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54Text-Image-Video-Audio GenerationLeçon vidéo
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55Web-Based vs Application-Based (APIs)Leçon vidéo
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56Use Case - Brainstorm AssistantLeçon vidéo
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57Use Case - SummarizationLeçon vidéo
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58Use Case – Text EnhancementLeçon vidéo
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59Use Case - Code GenerationLeçon vidéo
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60Use Case – Content as a FrameworkLeçon vidéo
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61Use Case – Images on DemandLeçon vidéo
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62Use Case – Boosting AI-Based AppsLeçon vidéo
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63Best Practices for PromptsLeçon vidéo
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64SummaryLeçon vidéo