WebToolTip com Udemy AI Foundations For Decision Makers From Zero To LLMs

WebToolTip com Udemy AI Foundations For Decision Makers From Zero To LLMs

Name	[ WebToolTip.com ] Udemy - AI Foundations For Decision Makers - From Zero To LLMs	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	2.7 GB
Total Files	162
Last Seen	2025-05-20 00:24
Hash	CAE7B6F089BE1A9DF576C9D415BDBC8AE293DF22

/
Get Bonus Downloads Here.url	0.2 KB
/1 - Introduction/
1 - Introduction.mp4	95.3 MB
2 - Who is this course for.mp4	31.9 MB
3 - Course Outline.mp4	94.9 MB
/.../2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/
10 - Datasets Data as the foundation Features Labels and Datasets.mp4	19.7 MB
11 - Training vs Inference How do AI models learn and make predictions.mp4	31.8 MB
12 - Common challenges Overfitting.mp4	25.5 MB
13 - Common challenges Bias.mp4	7.8 MB
14 - Common challenges Generalization.mp4	14.0 MB
15 - Key AIML Topics Feature Engineering.mp4	47.7 MB
16 - Google dataset search.txt	0.0 KB
16 - Internet archive.txt	0.0 KB
16 - Kaggle.txt	0.0 KB
16 - Key AIML Topics Key Data Sources.mp4	16.6 MB
16 - Open Data on AWS.txt	0.1 KB
16 - OpenDataMonitor.txt	0.0 KB
16 - Quandl.txt	0.0 KB
16 - UC Irvine Machine Learning Repository.txt	0.0 KB
17 - Key AIML Topics Model Selection Different types of ML Models.mp4	33.3 MB
18 - Key AIML Topics Model Selection How to select a suitable model.mp4	21.4 MB
19 - Key AIML Topics Model Evaluation Validation and CrossValidation.mp4	40.3 MB
20 - A-REVIEW-ON-EVALUATION-METRICS-FOR-DATA-CLASSIFICATION-EVALUATIONS.pdf	164.3 KB
20 - Key AIML Topics Evaluating Model Performance.mp4	31.1 MB
20 - Model-Evaluation-Model-Selection-and-Algorithm-Selection-in-Machine-Learning.pdf	1.9 MB
20 - The-Relationship-Between-Precision-Recall-and-ROC-Curves.pdf	141.5 KB
21 - Key AIML Topics Hyperparameters.mp4	26.0 MB
22 - Dropout-A-Simple-Way-to-Prevent-Neural-Networks-from-Overfitting.pdf	2.9 MB
22 - Key AIML Topics Model Regularization.mp4	14.1 MB
23 - Awesome Deep Learning Related Survey Papers.txt	0.1 KB
23 - Deep Learning and Artificial Neural Networks What are Artificial Neural Network.mp4	70.4 MB
24 - Forward Propagation Backpropagation Gradient Descent.mp4	83.2 MB
25 - A-survey-on-modern-trainable-activation-functions.pdf	1.1 MB
25 - Activation Functions.mp4	74.9 MB
25 - Activation-Functions-in-Deep-Learning-A-Comprehensive-Survey-and-Benchmark.pdf	856.6 KB
26 - A-Survey-of-Optimization-Methods-from-a-Machine-Learning-Perspective.pdf	577.6 KB
26 - Optimization Algorithms.mp4	71.4 MB
27 - Intro to NLP Text Processing in NLP.mp4	30.9 MB
28 - Applications of NLP.mp4	8.2 MB
29 - Core NLP Tasks.mp4	26.3 MB
30 - NLP Approaches.mp4	23.5 MB
31 - Traditional Language Models.mp4	27.4 MB
32 - Challenges in NLP.mp4	20.3 MB
33 - A-Neural-Probabilistic-Language-Model.pdf	140.1 KB
33 - A-STATISTICAL-APPROACH-TO-MACHINE-TRANSLATION.pdf	674.0 KB
33 - Perplexity.mp4	25.8 MB
34 - EncodingDecoding Architecture.mp4	23.5 MB
4 - What is AI.mp4	68.2 MB
5 - Ebook-SamGhosh-AI-Foundations-for-Decision-Makers.pdf	5.1 MB
5 - Narrow AI vs Broad AI.mp4	22.7 MB
6 - How does ML differ from traditional software.mp4	21.2 MB
7 - Must Read Papers for Data Science ML and DL.txt	0.1 KB
7 - Types of Machine Learning.mp4	58.4 MB
8 - Features Data as the foundation Features Labels and Datasets.mp4	20.4 MB
9 - Labels Data as the foundation Features Labels and Datasets.mp4	25.6 MB
/.../3 - Fundamentals of Large Language Models/
35 - Review.mp4	38.6 MB
36 - What is Attention.mp4	19.3 MB
37 - Understanding Transformers The shift from RNNs CNNs to Transformers.mp4	55.7 MB
38 - Attention Is All You Need How selfattention enables LLMs.mp4	68.8 MB
38 - attentionisall.pdf	2.2 MB
39 - SelfAttention and CrossAttention.mp4	62.0 MB
40 - Scaling Laws.mp4	51.4 MB
40 - Scaling-Laws-for-Neural-Language-Models.pdf	2.5 MB
40 - Training-Compute-Optimal-Large-Language-Models.pdf	6.0 MB
41 - How LLMs learn and adapt.mp4	29.9 MB
41 - Large-Language-Models-A-Survey.pdf	4.9 MB
42 - Types of Pretraining.mp4	18.6 MB
43 - Selfsupervised Learning.mp4	45.3 MB
44 - LLM Model Architectures.mp4	84.3 MB
45 - Model Size and Capabilities.mp4	22.4 MB
46 - Finetuning Fundamentals.mp4	13.4 MB
46 - Instruction-Tuning-with-GPT-4.pdf	1.6 MB
46 - Prefix-Tuning-Optimizing-Continuous-Prompts-for-Generation.pdf	1.6 MB
47 - Adapters-A-Unified-Library-for-Parameter-Efficient-and-Modular-Transfer-Learning.pdf	1.5 MB
47 - LoRA-Low-Rank-Adaptation-of-Large-Language-Models.pdf	1.6 MB
47 - ParameterEfficient FineTuning PEFT.mp4	29.9 MB
47 - QLoRA-Efficient-Finetuning-of-Quantized-LLMs.pdf	1.1 MB
48 - PostTraining Fundamentals.mp4	12.0 MB
48 - RLAIF-vs.RLHF-Scaling-Reinforcement-Learning-from-Human-Feedback-with-AI-Feedback.pdf	2.5 MB
49 - Pre-train-Prompt-and-Predict-A-Systematic-Survey-of-Prompting-Methods-in-Natural-Language-Processing.pdf	12.3 MB
49 - Ways to interact with LLMs.mp4	66.2 MB
50 - Zeroshot Prompting.mp4	6.5 MB
51 - Chain-of-Thought-Prompting-Elicits-Reasoning-in-Large-Language-Models.pdf	891.8 KB
51 - ChainofThought CoT Reasoning.mp4	5.9 MB
52 - Zeroshot ChainofThought CoT.mp4	2.7 MB
53 - Fewshot Prompting.mp4	4.0 MB
53 - Language-Models-are-Few-Shot-Learners.pdf	6.8 MB
54 - Fewshot Prompting CoT.mp4	2.9 MB
55 - DemonstrateSearchPredict.mp4	4.6 MB
56 - Interleaved Retrieval guided by ChainofThought IRCoT.mp4	4.2 MB
57 - SelfConsistency and Tree of Thoughts ToT.mp4	24.4 MB
58 - Retrieval-Augmented-Generation-for-Knowledge-Intensive-NLP-Tasks.pdf	885.3 KB
58 - Retrieval-Augmented-Generation-for-Large-Language-Models-A-Survey.pdf	1.7 MB
58 - RetrievalAugmented Generation RAG.mp4	30.3 MB
59 - AI Agents Autonomous Reasoning.mp4	41.8 MB
60 - OpenSource vs Proprietary LLMs.mp4	27.4 MB
61 - GPT Series OpenAI.mp4	19.2 MB
62 - BERT RoBERTa Google Meta.mp4	14.9 MB
63 - T5 UL2 Google.mp4	23.9 MB
64 - Claude Anthropic.mp4	16.5 MB
65 - LLaMA Meta.mp4	12.4 MB
66 - Mistral Mixtral.mp4	13.8 MB
67 - Gemini Google DeepMind.mp4	21.5 MB
68 - DeepSeek r1.mp4	7.2 MB
69 - Grok xAI.mp4	12.3 MB
70 - Command R Cohere Other Enterprise LLMs.mp4	22.9 MB
71 - Key Selection Factors for LLMs.mp4	21.3 MB
72 - BIGBenchHard.txt	0.0 KB
72 - BIGbench.txt	0.0 KB
72 - GLUE.txt	0.0 KB
72 - GSM8K.txt	0.0 KB
72 - HumanEval.txt	0.0 KB
72 - LLM Performance Benchmarks.mp4	20.2 MB
72 - MATH.txt	0.0 KB
72 - MMLU.txt	0.0 KB
72 - SQuAD V2.txt	0.1 KB
72 - SQuAD.txt	0.0 KB
72 - superGLUE.txt	0.0 KB
73 - AGIEval.txt	0.0 KB
73 - Chatbot Arena.txt	0.0 KB
73 - Codebench.txt	0.0 KB
73 - HELM.txt	0.0 KB
73 - LLM Leaderboards.mp4	21.0 MB
73 - MTBench.txt	0.0 KB
73 - Open LLM Leaderboard.txt	0.1 KB
73 - TruthfulQA.txt	0.0 KB
74 - Accenture AI.txt	0.0 KB
74 - AiTuning.txt	0.0 KB
74 - IntelligentMind.txt	0.0 KB
74 - LLM Deployment Strategies.mp4	37.4 MB
74 - Vaidik.txt	0.0 KB
75 - A-Comprehensive-Analysis-of-Memorization-in-Large-Language-Models.pdf	1.4 MB
75 - A-Review-of-Current-Trends-Techniques-and-Challenges-in-Large-Language-Models-LLMs.pdf	546.2 KB
75 - A-Survey-on-Hallucination-in-Large-Language-Models-Principles-Taxonomy-Challenges-and-Open-Questions.pdf	1.6 MB
75 - Demystifying-Verbatim-Memorization-in-Large-Language-Models.pdf	3.5 MB
75 - Large-Language-Models-A-Comprehensive-Survey-of-its-Applications-Challenges-Limitations-and-Future-Prospects.pdf	6.5 MB
75 - Technical Challenges in LLMs.mp4	30.0 MB
/.../4 - Understanding the Agent Economy/
76 - Review.mp4	32.5 MB
77 - What are AI Agents.mp4	13.8 MB
78 - Traditional Automation to Autonomous Agents.mp4	5.1 MB
79 - Why do Agents Matter in the AIDriven Future.mp4	11.4 MB
80 - AutoGPT.txt	0.0 KB
80 - CodeAgent.pdf	1.2 MB
80 - LangChain.txt	0.0 KB
80 - Major Examples of AI Agents.mp4	17.5 MB
80 - MusicLM-Generating-Music-From-Text.pdf	855.6 KB
80 - OpenDevin.txt	0.0 KB
80 - The AI Scientist.txt	0.0 KB
80 - Voyager.txt	0.0 KB
80 - microsoftUFO.txt	0.0 KB
81 - The-AI-Scientist-Towards-Fully-Automated-Open-Ended-Scientific-Discovery.pdf	11.7 MB
81 - Types of AI Agents.mp4	18.6 MB
82 - How do AI Agents Work.mp4	53.7 MB
83 - AutoGen.txt	0.1 KB
83 - The Agent Economy.mp4	29.7 MB
84 - A-Taxonomy-of-AgentOps-for-Enabling-Observability-of-Foundation-Model-based-Agents.pdf	522.2 KB
84 - AIOS-LLM-Agent-Operating-System.pdf	1.3 MB
84 - AgentOps.mp4	26.0 MB
85 - Use Cases of AI Agents.mp4	12.9 MB
86 - Ethical and Practical Challenges of AI Agents.mp4	55.0 MB
87 - The Convergence of LLMs MultiModal AI and Automation.mp4	35.6 MB
88 - Thanks.mp4	19.2 MB
/~Get Your Files Here !/
Bonus Resources.txt	0.1 KB
Total files 162