[ WebToolTip.com ] Udemy - AI Foundations For Decision Makers - From Zero To LLMs

File Name

Size

Get Bonus Downloads Here.url

180 B

~Get Your Files Here !/1 - Introduction/1 - Introduction.mp4

91 MB

~Get Your Files Here !/1 - Introduction/2 - Who is this course for.mp4

30 MB

~Get Your Files Here !/1 - Introduction/3 - Course Outline.mp4

90 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/10 - Datasets Data as the foundation Features Labels and Datasets.mp4

19 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/11 - Training vs Inference How do AI models learn and make predictions.mp4

30 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/12 - Common challenges Overfitting.mp4

24 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/13 - Common challenges Bias.mp4

7.4 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/14 - Common challenges Generalization.mp4

13 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/15 - Key AIML Topics Feature Engineering.mp4

45 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/16 - Google dataset search.txt

42 B

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/16 - Internet archive.txt

20 B

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/16 - Kaggle.txt

31 B

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/16 - Key AIML Topics Key Data Sources.mp4

16 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/16 - Open Data on AWS.txt

109 B

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/16 - OpenDataMonitor.txt

35 B

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/16 - Quandl.txt

38 B

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/16 - UC Irvine Machine Learning Repository.txt

28 B

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/17 - Key AIML Topics Model Selection Different types of ML Models.mp4

32 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/18 - Key AIML Topics Model Selection How to select a suitable model.mp4

20 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/19 - Key AIML Topics Model Evaluation Validation and CrossValidation.mp4

38 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/20 - A-REVIEW-ON-EVALUATION-METRICS-FOR-DATA-CLASSIFICATION-EVALUATIONS.pdf

160 kB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/20 - Key AIML Topics Evaluating Model Performance.mp4

30 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/20 - Model-Evaluation-Model-Selection-and-Algorithm-Selection-in-Machine-Learning.pdf

1.9 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/20 - The-Relationship-Between-Precision-Recall-and-ROC-Curves.pdf

138 kB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/21 - Key AIML Topics Hyperparameters.mp4

25 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/22 - Dropout-A-Simple-Way-to-Prevent-Neural-Networks-from-Overfitting.pdf

2.7 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/22 - Key AIML Topics Model Regularization.mp4

13 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/23 - Awesome Deep Learning Related Survey Papers.txt

55 B

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/23 - Deep Learning and Artificial Neural Networks What are Artificial Neural Network.mp4

67 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/24 - Forward Propagation Backpropagation Gradient Descent.mp4

79 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/25 - A-survey-on-modern-trainable-activation-functions.pdf

1.0 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/25 - Activation Functions.mp4

71 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/25 - Activation-Functions-in-Deep-Learning-A-Comprehensive-Survey-and-Benchmark.pdf

836 kB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/26 - A-Survey-of-Optimization-Methods-from-a-Machine-Learning-Perspective.pdf

564 kB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/26 - Optimization Algorithms.mp4

68 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/27 - Intro to NLP Text Processing in NLP.mp4

29 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/28 - Applications of NLP.mp4

7.8 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/29 - Core NLP Tasks.mp4

25 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/30 - NLP Approaches.mp4

22 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/31 - Traditional Language Models.mp4

26 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/32 - Challenges in NLP.mp4

19 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/33 - A-Neural-Probabilistic-Language-Model.pdf

137 kB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/33 - A-STATISTICAL-APPROACH-TO-MACHINE-TRANSLATION.pdf

658 kB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/33 - Perplexity.mp4

25 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/34 - EncodingDecoding Architecture.mp4

22 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/4 - What is AI.mp4

65 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/5 - Ebook-SamGhosh-AI-Foundations-for-Decision-Makers.pdf

4.9 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/5 - Narrow AI vs Broad AI.mp4

22 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/6 - How does ML differ from traditional software.mp4

20 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/7 - Must Read Papers for Data Science ML and DL.txt

50 B

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/7 - Types of Machine Learning.mp4

56 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/8 - Features Data as the foundation Features Labels and Datasets.mp4

19 MB

~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/9 - Labels Data as the foundation Features Labels and Datasets.mp4

24 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/35 - Review.mp4

37 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/36 - What is Attention.mp4

18 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/37 - Understanding Transformers The shift from RNNs CNNs to Transformers.mp4

53 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/38 - Attention Is All You Need How selfattention enables LLMs.mp4

66 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/38 - attentionisall.pdf

2.1 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/39 - SelfAttention and CrossAttention.mp4

59 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/40 - Scaling Laws.mp4

49 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/40 - Scaling-Laws-for-Neural-Language-Models.pdf

2.4 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/40 - Training-Compute-Optimal-Large-Language-Models.pdf

5.7 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/41 - How LLMs learn and adapt.mp4

28 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/41 - Large-Language-Models-A-Survey.pdf

4.7 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/42 - Types of Pretraining.mp4

18 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/43 - Selfsupervised Learning.mp4

43 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/44 - LLM Model Architectures.mp4

80 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/45 - Model Size and Capabilities.mp4

21 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/46 - Finetuning Fundamentals.mp4

13 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/46 - Instruction-Tuning-with-GPT-4.pdf

1.5 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/46 - Prefix-Tuning-Optimizing-Continuous-Prompts-for-Generation.pdf

1.5 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/47 - Adapters-A-Unified-Library-for-Parameter-Efficient-and-Modular-Transfer-Learning.pdf

1.4 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/47 - LoRA-Low-Rank-Adaptation-of-Large-Language-Models.pdf

1.5 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/47 - ParameterEfficient FineTuning PEFT.mp4

28 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/47 - QLoRA-Efficient-Finetuning-of-Quantized-LLMs.pdf

1.0 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/48 - PostTraining Fundamentals.mp4

11 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/48 - RLAIF-vs.RLHF-Scaling-Reinforcement-Learning-from-Human-Feedback-with-AI-Feedback.pdf

2.4 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/49 - Pre-train-Prompt-and-Predict-A-Systematic-Survey-of-Prompting-Methods-in-Natural-Language-Processing.pdf

12 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/49 - Ways to interact with LLMs.mp4

63 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/50 - Zeroshot Prompting.mp4

6.2 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/51 - Chain-of-Thought-Prompting-Elicits-Reasoning-in-Large-Language-Models.pdf

871 kB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/51 - ChainofThought CoT Reasoning.mp4

5.6 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/52 - Zeroshot ChainofThought CoT.mp4

2.6 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/53 - Fewshot Prompting.mp4

3.8 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/53 - Language-Models-are-Few-Shot-Learners.pdf

6.5 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/54 - Fewshot Prompting CoT.mp4

2.8 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/55 - DemonstrateSearchPredict.mp4

4.4 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/56 - Interleaved Retrieval guided by ChainofThought IRCoT.mp4

4.0 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/57 - SelfConsistency and Tree of Thoughts ToT.mp4

23 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/58 - Retrieval-Augmented-Generation-for-Knowledge-Intensive-NLP-Tasks.pdf

865 kB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/58 - Retrieval-Augmented-Generation-for-Large-Language-Models-A-Survey.pdf

1.6 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/58 - RetrievalAugmented Generation RAG.mp4

29 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/59 - AI Agents Autonomous Reasoning.mp4

40 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/60 - OpenSource vs Proprietary LLMs.mp4

26 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/61 - GPT Series OpenAI.mp4

18 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/62 - BERT RoBERTa Google Meta.mp4

14 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/63 - T5 UL2 Google.mp4

23 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/64 - Claude Anthropic.mp4

16 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/65 - LLaMA Meta.mp4

12 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/66 - Mistral Mixtral.mp4

13 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/67 - Gemini Google DeepMind.mp4

20 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/68 - DeepSeek r1.mp4

6.9 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/69 - Grok xAI.mp4

12 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/70 - Command R Cohere Other Enterprise LLMs.mp4

22 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/71 - Key Selection Factors for LLMs.mp4

20 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/72 - BIGBenchHard.txt

45 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/72 - BIGbench.txt

35 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/72 - GLUE.txt

26 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/72 - GSM8K.txt

40 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/72 - HumanEval.txt

36 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/72 - LLM Performance Benchmarks.mp4

19 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/72 - MATH.txt

45 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/72 - MMLU.txt

39 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/72 - SQuAD V2.txt

50 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/72 - SQuAD.txt

43 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/72 - superGLUE.txt

32 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/73 - AGIEval.txt

38 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/73 - Chatbot Arena.txt

19 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/73 - Codebench.txt

32 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/73 - HELM.txt

31 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/73 - LLM Leaderboards.mp4

20 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/73 - MTBench.txt

44 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/73 - Open LLM Leaderboard.txt

73 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/73 - TruthfulQA.txt

37 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/74 - Accenture AI.txt

48 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/74 - AiTuning.txt

24 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/74 - IntelligentMind.txt

27 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/74 - LLM Deployment Strategies.mp4

36 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/74 - Vaidik.txt

18 B

~Get Your Files Here !/3 - Fundamentals of Large Language Models/75 - A-Comprehensive-Analysis-of-Memorization-in-Large-Language-Models.pdf

1.3 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/75 - A-Review-of-Current-Trends-Techniques-and-Challenges-in-Large-Language-Models-LLMs.pdf

533 kB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/75 - A-Survey-on-Hallucination-in-Large-Language-Models-Principles-Taxonomy-Challenges-and-Open-Questions.pdf

1.5 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/75 - Demystifying-Verbatim-Memorization-in-Large-Language-Models.pdf

3.3 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/75 - Large-Language-Models-A-Comprehensive-Survey-of-its-Applications-Challenges-Limitations-and-Future-Prospects.pdf

6.2 MB

~Get Your Files Here !/3 - Fundamentals of Large Language Models/75 - Technical Challenges in LLMs.mp4

29 MB

~Get Your Files Here !/4 - Understanding the Agent Economy/76 - Review.mp4

31 MB

~Get Your Files Here !/4 - Understanding the Agent Economy/77 - What are AI Agents.mp4

13 MB

~Get Your Files Here !/4 - Understanding the Agent Economy/78 - Traditional Automation to Autonomous Agents.mp4

4.9 MB

~Get Your Files Here !/4 - Understanding the Agent Economy/79 - Why do Agents Matter in the AIDriven Future.mp4

11 MB

~Get Your Files Here !/4 - Understanding the Agent Economy/80 - AutoGPT.txt

16 B

~Get Your Files Here !/4 - Understanding the Agent Economy/80 - CodeAgent.pdf

1.1 MB

~Get Your Files Here !/4 - Understanding the Agent Economy/80 - LangChain.txt

26 B

~Get Your Files Here !/4 - Understanding the Agent Economy/80 - Major Examples of AI Agents.mp4

17 MB

~Get Your Files Here !/4 - Understanding the Agent Economy/80 - MusicLM-Generating-Music-From-Text.pdf

836 kB

~Get Your Files Here !/4 - Understanding the Agent Economy/80 - OpenDevin.txt

45 B

~Get Your Files Here !/4 - Understanding the Agent Economy/80 - The AI Scientist.txt

31 B

~Get Your Files Here !/4 - Understanding the Agent Economy/80 - Voyager.txt

29 B

~Get Your Files Here !/4 - Understanding the Agent Economy/80 - microsoftUFO.txt

32 B

~Get Your Files Here !/4 - Understanding the Agent Economy/81 - The-AI-Scientist-Towards-Fully-Automated-Open-Ended-Scientific-Discovery.pdf

11 MB

~Get Your Files Here !/4 - Understanding the Agent Economy/81 - Types of AI Agents.mp4

18 MB

~Get Your Files Here !/4 - Understanding the Agent Economy/82 - How do AI Agents Work.mp4

51 MB

~Get Your Files Here !/4 - Understanding the Agent Economy/83 - AutoGen.txt

53 B

~Get Your Files Here !/4 - Understanding the Agent Economy/83 - The Agent Economy.mp4

28 MB

~Get Your Files Here !/4 - Understanding the Agent Economy/84 - A-Taxonomy-of-AgentOps-for-Enabling-Observability-of-Foundation-Model-based-Agents.pdf

510 kB

~Get Your Files Here !/4 - Understanding the Agent Economy/84 - AIOS-LLM-Agent-Operating-System.pdf

1.3 MB

~Get Your Files Here !/4 - Understanding the Agent Economy/84 - AgentOps.mp4

25 MB

~Get Your Files Here !/4 - Understanding the Agent Economy/85 - Use Cases of AI Agents.mp4

12 MB

~Get Your Files Here !/4 - Understanding the Agent Economy/86 - Ethical and Practical Challenges of AI Agents.mp4

52 MB

~Get Your Files Here !/4 - Understanding the Agent Economy/87 - The Convergence of LLMs MultiModal AI and Automation.mp4

34 MB

~Get Your Files Here !/4 - Understanding the Agent Economy/88 - Thanks.mp4

18 MB

~Get Your Files Here !/Bonus Resources.txt

70 B