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[ WebToolTip.com ] Udemy - AI Foundations For Decision Makers - From Zero To LLMs
Language: English | Size: 2.55 GB | Duration: 6h 21m
Becoming an AI-First Decision Maker
What you'll learn
Develop an AI-First Strategy - Formulate a business strategy that leverages AI and LLMs for sustainable competitive advantage.
Evaluate & Select AI Models - Assess different LLMs based on performance, cost, compliance, and business needs without requiring a technical background.
Bridge the Gap Between AI & Business - Effectively communicate with technical teams, hire AI talent, and make informed decisions on AI adoption.
Understand AI Agents & Automation - Analyze how AI-powered agents are reshaping workflows, business models, and industry dynamics.
Identify AI Risks & Challenges - Recognize potential pitfalls such as hallucinations, bias, and computational costs, and develop risk-mitigation strategies.
Requirements
No programming experience is required. Some exposure to math can be helpful.
VISITOR COMMENTS (0 )
FILE LIST
Filename
Size
~Get Your Files Here !/1 - Introduction/1 - Introduction.mp4
90.9 MB
~Get Your Files Here !/1 - Introduction/2 - Who is this course for.mp4
30.4 MB
~Get Your Files Here !/1 - Introduction/3 - Course Outline.mp4
90.5 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
18.8 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
30.4 MB
~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/12 - Common challenges Overfitting.mp4
24.3 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
13.4 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
45.4 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
15.9 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
31.8 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
20.4 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
38.4 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
160.5 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
29.6 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
138.2 KB
~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/21 - Key AIML Topics Hyperparameters.mp4
24.8 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
13.4 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
67.2 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
79.3 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 MB
~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/25 - Activation Functions.mp4
71.4 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
836.5 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
564.1 KB
~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/26 - Optimization Algorithms.mp4
68.1 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
29.4 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
25.1 MB
~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/30 - NLP Approaches.mp4
22.4 MB
~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/31 - Traditional Language Models.mp4
26.1 MB
~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/32 - Challenges in NLP.mp4
19.4 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
136.8 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
658.2 KB
~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/33 - Perplexity.mp4
24.6 MB
~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/34 - EncodingDecoding Architecture.mp4
22.4 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
21.7 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
20.2 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
55.7 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
19.4 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
24.4 MB
~Get Your Files Here !/3 - Fundamentals of Large Language Models/35 - Review.mp4
36.8 MB
~Get Your Files Here !/3 - Fundamentals of Large Language Models/36 - What is Attention.mp4
18.4 MB
~Get Your Files Here !/3 - Fundamentals of Large Language Models/37 - Understanding Transformers The shift from RNNs CNNs to Transformers.mp4
53.1 MB
~Get Your Files Here !/3 - Fundamentals of Large Language Models/38 - Attention Is All You Need How selfattention enables LLMs.mp4
65.6 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
59.1 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
28.5 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
17.7 MB
~Get Your Files Here !/3 - Fundamentals of Large Language Models/43 - Selfsupervised Learning.mp4
43.2 MB
~Get Your Files Here !/3 - Fundamentals of Large Language Models/44 - LLM Model Architectures.mp4
80.4 MB
~Get Your Files Here !/3 - Fundamentals of Large Language Models/45 - Model Size and Capabilities.mp4
21.4 MB
~Get Your Files Here !/3 - Fundamentals of Large Language Models/46 - Finetuning Fundamentals.mp4
12.8 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
28.5 MB
~Get Your Files Here !/3 - Fundamentals of Large Language Models/47 - QLoRA-Efficient-Finetuning-of-Quantized-LLMs.pdf
1 MB
~Get Your Files Here !/3 - Fundamentals of Large Language Models/48 - PostTraining Fundamentals.mp4
11.4 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
11.8 MB
~Get Your Files Here !/3 - Fundamentals of Large Language Models/49 - Ways to interact with LLMs.mp4
63.2 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
870.9 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 MB
~Get Your Files Here !/3 - Fundamentals of Large Language Models/57 - SelfConsistency and Tree of Thoughts ToT.mp4
23.3 MB
~Get Your Files Here !/3 - Fundamentals of Large Language Models/58 - Retrieval-Augmented-Generation-for-Knowledge-Intensive-NLP-Tasks.pdf
864.6 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
28.9 MB
~Get Your Files Here !/3 - Fundamentals of Large Language Models/59 - AI Agents Autonomous Reasoning.mp4
39.9 MB
~Get Your Files Here !/3 - Fundamentals of Large Language Models/60 - OpenSource vs Proprietary LLMs.mp4
26.1 MB
~Get Your Files Here !/3 - Fundamentals of Large Language Models/61 - GPT Series OpenAI.mp4
18.3 MB
~Get Your Files Here !/3 - Fundamentals of Large Language Models/62 - BERT RoBERTa Google Meta.mp4
14.2 MB
~Get Your Files Here !/3 - Fundamentals of Large Language Models/63 - T5 UL2 Google.mp4
22.8 MB
~Get Your Files Here !/3 - Fundamentals of Large Language Models/64 - Claude Anthropic.mp4