Machine Learning for Absolute Beginners - Level 1
- الوصف
- أقسام الدرس
- رأي
***** 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 Supervisionدرس فيديو
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18#1 - Supervised Learningدرس فيديو
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19Classificationدرس فيديو
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20Regressionدرس فيديو
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21Quick Check-Point #3اختبار
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22#2 - Unsupervised Learningدرس فيديو
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23Clusteringدرس فيديو
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24Dimension Reductionدرس فيديو
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25Quick Check-Point #4اختبار
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26#3 - Reinforcement Learningدرس فيديو
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27Decision-Making Agentدرس فيديو
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28Quick Check-Point #5اختبار
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29Introductionدرس فيديو
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30Artificial Neural Networksدرس فيديو
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31Deep Learning Architecturesدرس فيديو
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32Foundation Modelsدرس فيديو
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33Large Language Models (LLMs)درس فيديو
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34Model Typesدرس فيديو
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35Prompt and Tokensدرس فيديو
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36Total Tokens and Context Windowدرس فيديو
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37Next Token Please!درس فيديو
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38Self-Supervised Learningدرس فيديو
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39Improving and Adapting LLMsدرس فيديو
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40Summaryدرس فيديو
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41Quiz - Gen AIاختبار
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42Introductionدرس فيديو
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43Prompt Sensitivityدرس فيديو
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44Knowledge Cutoffدرس فيديو
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45It is not Deterministicدرس فيديو
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46Structured Dataدرس فيديو
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47Hallucinationsدرس فيديو
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48Lack of Common Senseدرس فيديو
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49Bias and Fairnessدرس فيديو
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50Data Privacy, Security, and Misuseدرس فيديو
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51Summaryدرس فيديو
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52Quiz - Challenges and Limitationsاختبار
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53Introductionدرس فيديو
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54Text-Image-Video-Audio Generationدرس فيديو
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55Web-Based vs Application-Based (APIs)درس فيديو
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56Use Case - Brainstorm Assistantدرس فيديو
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57Use Case - Summarizationدرس فيديو
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58Use Case – Text Enhancementدرس فيديو
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59Use Case - Code Generationدرس فيديو
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60Use Case – Content as a Frameworkدرس فيديو
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61Use Case – Images on Demandدرس فيديو
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62Use Case – Boosting AI-Based Appsدرس فيديو
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63Best Practices for Promptsدرس فيديو
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64Summaryدرس فيديو