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

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Date:
04/04/25 at 4:16pm GMT+1
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11
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7
File size:
2.6 GB in 98 files

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cae7b6f089be1a9df576c9d415bdbc8ae293df22


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  • [ WebToolTip.com ] Udemy - AI Foundations For Decision Makers - From Zero To LLMs
  • icon ~Get Your Files Here !/1 - Introduction/1 - Introduction.mp4 90.9 MB
    icon ~Get Your Files Here !/1 - Introduction/2 - Who is this course for.mp4 30.4 MB
    icon ~Get Your Files Here !/1 - Introduction/3 - Course Outline.mp4 90.5 MB
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/16 - Google dataset search.txt 42 B
    icon ~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/16 - Internet archive.txt 20 B
    icon ~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/16 - Kaggle.txt 31 B
    icon ~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
    icon ~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
    icon ~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/16 - OpenDataMonitor.txt 35 B
    icon ~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/16 - Quandl.txt 38 B
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/25 - Activation Functions.mp4 71.4 MB
    icon ~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
    icon ~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
    icon ~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/26 - Optimization Algorithms.mp4 68.1 MB
    icon ~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
    icon ~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
    icon ~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
    icon ~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/30 - NLP Approaches.mp4 22.4 MB
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/33 - Perplexity.mp4 24.6 MB
    icon ~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/34 - EncodingDecoding Architecture.mp4 22.4 MB
    icon ~Get Your Files Here !/2 - Fundamentals of Machine Learning and AI Introduction to AI and Machine Learning/4 - What is AI.mp4 65 MB
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~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
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/35 - Review.mp4 36.8 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/36 - What is Attention.mp4 18.4 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/37 - Understanding Transformers The shift from RNNs CNNs to Transformers.mp4 53.1 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/38 - Attention Is All You Need How selfattention enables LLMs.mp4 65.6 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/38 - attentionisall.pdf 2.1 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/39 - SelfAttention and CrossAttention.mp4 59.1 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/40 - Scaling Laws.mp4 49 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/40 - Scaling-Laws-for-Neural-Language-Models.pdf 2.4 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/40 - Training-Compute-Optimal-Large-Language-Models.pdf 5.7 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/41 - How LLMs learn and adapt.mp4 28.5 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/41 - Large-Language-Models-A-Survey.pdf 4.7 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/42 - Types of Pretraining.mp4 17.7 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/43 - Selfsupervised Learning.mp4 43.2 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/44 - LLM Model Architectures.mp4 80.4 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/45 - Model Size and Capabilities.mp4 21.4 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/46 - Finetuning Fundamentals.mp4 12.8 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/46 - Instruction-Tuning-with-GPT-4.pdf 1.5 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/46 - Prefix-Tuning-Optimizing-Continuous-Prompts-for-Generation.pdf 1.5 MB
    icon ~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
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/47 - LoRA-Low-Rank-Adaptation-of-Large-Language-Models.pdf 1.5 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/47 - ParameterEfficient FineTuning PEFT.mp4 28.5 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/47 - QLoRA-Efficient-Finetuning-of-Quantized-LLMs.pdf 1 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/48 - PostTraining Fundamentals.mp4 11.4 MB
    icon ~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
    icon ~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
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/49 - Ways to interact with LLMs.mp4 63.2 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/50 - Zeroshot Prompting.mp4 6.2 MB
    icon ~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
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/51 - ChainofThought CoT Reasoning.mp4 5.6 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/52 - Zeroshot ChainofThought CoT.mp4 2.6 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/53 - Fewshot Prompting.mp4 3.8 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/53 - Language-Models-are-Few-Shot-Learners.pdf 6.5 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/54 - Fewshot Prompting CoT.mp4 2.8 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/55 - DemonstrateSearchPredict.mp4 4.4 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/56 - Interleaved Retrieval guided by ChainofThought IRCoT.mp4 4 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/57 - SelfConsistency and Tree of Thoughts ToT.mp4 23.3 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/58 - Retrieval-Augmented-Generation-for-Knowledge-Intensive-NLP-Tasks.pdf 864.6 KB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/58 - Retrieval-Augmented-Generation-for-Large-Language-Models-A-Survey.pdf 1.6 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/58 - RetrievalAugmented Generation RAG.mp4 28.9 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/59 - AI Agents Autonomous Reasoning.mp4 39.9 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/60 - OpenSource vs Proprietary LLMs.mp4 26.1 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/61 - GPT Series OpenAI.mp4 18.3 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/62 - BERT RoBERTa Google Meta.mp4 14.2 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/63 - T5 UL2 Google.mp4 22.8 MB
    icon ~Get Your Files Here !/3 - Fundamentals of Large Language Models/64 - Claude Anthropic.mp4 15.7 MB

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