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1 - Introduction.mp4
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MP4
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90.9 MB
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10 - Datasets Data as the foundation Features Labels and Datasets.mp4
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MP4
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18.8 MB
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11 - Training vs Inference How do AI models learn and make predictions.mp4
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MP4
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30.4 MB
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12 - Common challenges Overfitting.mp4
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MP4
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24.3 MB
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13 - Common challenges Bias.mp4
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7.4 MB
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14 - Common challenges Generalization.mp4
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MP4
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13.4 MB
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15 - Key AIML Topics Feature Engineering.mp4
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MP4
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45.4 MB
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16 - Google dataset search.txt
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TXT
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0 B
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16 - Kaggle.txt
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TXT
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0 B
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16 - Key AIML Topics Key Data Sources.mp4
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15.9 MB
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16 - Open Data on AWS.txt
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TXT
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102.4 B
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16 - OpenDataMonitor.txt
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TXT
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0 B
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16 - Quandl.txt
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TXT
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0 B
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16 - UC Irvine Machine Learning Repository.txt
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TXT
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0 B
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17 - Key AIML Topics Model Selection Different types of ML Models.mp4
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MP4
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31.8 MB
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18 - Key AIML Topics Model Selection How to select a suitable model.mp4
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MP4
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20.4 MB
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19 - Key AIML Topics Model Evaluation Validation and CrossValidation.mp4
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MP4
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38.4 MB
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2 - Who is this course for.mp4
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MP4
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30.4 MB
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20 - A-REVIEW-ON-EVALUATION-METRICS-FOR-DATA-CLASSIFICATION-EVALUATIONS.pdf
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PDF
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160.5 KB
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20 - Key AIML Topics Evaluating Model Performance.mp4
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MP4
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29.6 MB
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20 - Model-Evaluation-Model-Selection-and-Algorithm-Selection-in-Machine-Learning.pdf
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PDF
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1.9 MB
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20 - The-Relationship-Between-Precision-Recall-and-ROC-Curves.pdf
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PDF
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138.2 KB
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21 - Key AIML Topics Hyperparameters.mp4
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MP4
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24.8 MB
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22 - Dropout-A-Simple-Way-to-Prevent-Neural-Networks-from-Overfitting.pdf
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PDF
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2.7 MB
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22 - Key AIML Topics Model Regularization.mp4
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MP4
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13.4 MB
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23 - Awesome Deep Learning Related Survey Papers.txt
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TXT
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102.4 B
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23 - Deep Learning and Artificial Neural Networks What are Artificial Neural Network.mp4
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MP4
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67.2 MB
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24 - Forward Propagation Backpropagation Gradient Descent.mp4
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MP4
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79.3 MB
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25 - A-survey-on-modern-trainable-activation-functions.pdf
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PDF
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1 MB
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25 - Activation Functions.mp4
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MP4
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71.4 MB
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25 - Activation-Functions-in-Deep-Learning-A-Comprehensive-Survey-and-Benchmark.pdf
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PDF
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836.5 KB
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26 - A-Survey-of-Optimization-Methods-from-a-Machine-Learning-Perspective.pdf
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PDF
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564.1 KB
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26 - Optimization Algorithms.mp4
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MP4
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68.1 MB
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27 - Intro to NLP Text Processing in NLP.mp4
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MP4
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29.4 MB
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28 - Applications of NLP.mp4
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MP4
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7.8 MB
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29 - Core NLP Tasks.mp4
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MP4
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25.1 MB
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3 - Course Outline.mp4
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MP4
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90.5 MB
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30 - NLP Approaches.mp4
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MP4
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22.4 MB
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31 - Traditional Language Models.mp4
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MP4
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26.1 MB
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32 - Challenges in NLP.mp4
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MP4
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19.4 MB
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33 - A-Neural-Probabilistic-Language-Model.pdf
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PDF
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136.8 KB
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33 - A-STATISTICAL-APPROACH-TO-MACHINE-TRANSLATION.pdf
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PDF
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658.2 KB
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33 - Perplexity.mp4
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MP4
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24.6 MB
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34 - EncodingDecoding Architecture.mp4
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MP4
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22.4 MB
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35 - Review.mp4
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MP4
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36.8 MB
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36 - What is Attention.mp4
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MP4
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18.4 MB
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37 - Understanding Transformers The shift from RNNs CNNs to Transformers.mp4
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MP4
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53.1 MB
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38 - Attention Is All You Need How selfattention enables LLMs.mp4
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MP4
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65.6 MB
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38 - attentionisall.pdf
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PDF
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2.1 MB
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39 - SelfAttention and CrossAttention.mp4
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MP4
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59.1 MB
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4 - What is AI.mp4
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MP4
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65 MB
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40 - Scaling Laws.mp4
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MP4
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49 MB
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40 - Scaling-Laws-for-Neural-Language-Models.pdf
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PDF
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2.4 MB
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40 - Training-Compute-Optimal-Large-Language-Models.pdf
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PDF
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5.7 MB
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41 - How LLMs learn and adapt.mp4
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MP4
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28.5 MB
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41 - Large-Language-Models-A-Survey.pdf
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PDF
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4.7 MB
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42 - Types of Pretraining.mp4
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MP4
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17.7 MB
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43 - Selfsupervised Learning.mp4
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MP4
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43.2 MB
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44 - LLM Model Architectures.mp4
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MP4
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80.4 MB
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45 - Model Size and Capabilities.mp4
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MP4
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21.4 MB
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46 - Finetuning Fundamentals.mp4
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MP4
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12.8 MB
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46 - Instruction-Tuning-with-GPT-4.pdf
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PDF
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1.5 MB
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46 - Prefix-Tuning-Optimizing-Continuous-Prompts-for-Generation.pdf
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PDF
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1.5 MB
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47 - Adapters-A-Unified-Library-for-Parameter-Efficient-and-Modular-Transfer-Learning.pdf
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PDF
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1.4 MB
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47 - LoRA-Low-Rank-Adaptation-of-Large-Language-Models.pdf
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PDF
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1.5 MB
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47 - ParameterEfficient FineTuning PEFT.mp4
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MP4
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28.5 MB
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47 - QLoRA-Efficient-Finetuning-of-Quantized-LLMs.pdf
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PDF
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1 MB
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48 - PostTraining Fundamentals.mp4
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MP4
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11.4 MB
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48 - RLAIF-vs.RLHF-Scaling-Reinforcement-Learning-from-Human-Feedback-with-AI-Feedback.pdf
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PDF
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2.4 MB
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49 - Pre-train-Prompt-and-Predict-A-Systematic-Survey-of-Prompting-Methods-in-Natural-Language-Processing.pdf
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PDF
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11.8 MB
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49 - Ways to interact with LLMs.mp4
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MP4
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63.2 MB
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5 - Ebook-SamGhosh-AI-Foundations-for-Decision-Makers.pdf
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PDF
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4.9 MB
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5 - Narrow AI vs Broad AI.mp4
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MP4
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21.7 MB
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50 - Zeroshot Prompting.mp4
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MP4
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6.2 MB
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51 - Chain-of-Thought-Prompting-Elicits-Reasoning-in-Large-Language-Models.pdf
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PDF
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870.9 KB
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51 - ChainofThought CoT Reasoning.mp4
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MP4
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5.6 MB
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52 - Zeroshot ChainofThought CoT.mp4
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MP4
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2.6 MB
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53 - Fewshot Prompting.mp4
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MP4
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3.8 MB
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53 - Language-Models-are-Few-Shot-Learners.pdf
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PDF
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6.5 MB
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54 - Fewshot Prompting CoT.mp4
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MP4
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2.8 MB
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55 - DemonstrateSearchPredict.mp4
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MP4
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4.4 MB
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56 - Interleaved Retrieval guided by ChainofThought IRCoT.mp4
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MP4
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4 MB
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57 - SelfConsistency and Tree of Thoughts ToT.mp4
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MP4
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23.3 MB
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58 - Retrieval-Augmented-Generation-for-Knowledge-Intensive-NLP-Tasks.pdf
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PDF
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864.6 KB
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58 - Retrieval-Augmented-Generation-for-Large-Language-Models-A-Survey.pdf
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PDF
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1.6 MB
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58 - RetrievalAugmented Generation RAG.mp4
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MP4
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28.9 MB
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59 - AI Agents Autonomous Reasoning.mp4
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MP4
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39.9 MB
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6 - How does ML differ from traditional software.mp4
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MP4
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20.2 MB
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60 - OpenSource vs Proprietary LLMs.mp4
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MP4
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26.1 MB
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61 - GPT Series OpenAI.mp4
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MP4
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18.3 MB
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62 - BERT RoBERTa Google Meta.mp4
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MP4
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14.2 MB
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63 - T5 UL2 Google.mp4
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MP4
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22.8 MB
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64 - Claude Anthropic.mp4
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MP4
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15.7 MB
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65 - LLaMA Meta.mp4
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MP4
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11.8 MB
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66 - Mistral Mixtral.mp4
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MP4
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13.2 MB
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67 - Gemini Google DeepMind.mp4
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MP4
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20.5 MB
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68 - DeepSeek r1.mp4
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MP4
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6.9 MB
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69 - Grok xAI.mp4
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MP4
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11.7 MB
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7 - Must Read Papers for Data Science ML and DL.txt
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TXT
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0 B
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7 - Types of Machine Learning.mp4
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MP4
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55.7 MB
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70 - Command R Cohere Other Enterprise LLMs.mp4
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MP4
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21.9 MB
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71 - Key Selection Factors for LLMs.mp4
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MP4
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20.3 MB
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72 - BIGBenchHard.txt
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TXT
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72 - BIGbench.txt
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72 - GLUE.txt
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72 - GSM8K.txt
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72 - HumanEval.txt
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72 - LLM Performance Benchmarks.mp4
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19.2 MB
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72 - MATH.txt
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TXT
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72 - MMLU.txt
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TXT
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72 - SQuAD V2.txt
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72 - SQuAD.txt
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72 - superGLUE.txt
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73 - AGIEval.txt
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73 - Chatbot Arena.txt
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TXT
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73 - Codebench.txt
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73 - HELM.txt
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73 - LLM Leaderboards.mp4
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MP4
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20 MB
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73 - MTBench.txt
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TXT
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73 - Open LLM Leaderboard.txt
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TXT
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102.4 B
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73 - TruthfulQA.txt
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TXT
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74 - Accenture AI.txt
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TXT
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74 - AiTuning.txt
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TXT
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74 - IntelligentMind.txt
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TXT
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74 - LLM Deployment Strategies.mp4
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MP4
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35.6 MB
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74 - Vaidik.txt
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TXT
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75 - A-Comprehensive-Analysis-of-Memorization-in-Large-Language-Models.pdf
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PDF
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1.3 MB
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75 - A-Review-of-Current-Trends-Techniques-and-Challenges-in-Large-Language-Models-LLMs.pdf
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PDF
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533.4 KB
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75 - A-Survey-on-Hallucination-in-Large-Language-Models-Principles-Taxonomy-Challenges-and-Open-Questions.pdf
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PDF
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1.5 MB
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75 - Demystifying-Verbatim-Memorization-in-Large-Language-Models.pdf
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PDF
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3.3 MB
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75 - Large-Language-Models-A-Comprehensive-Survey-of-its-Applications-Challenges-Limitations-and-Future-Prospects.pdf
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PDF
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6.2 MB
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75 - Technical Challenges in LLMs.mp4
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MP4
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28.6 MB
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76 - Review.mp4
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MP4
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31 MB
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77 - What are AI Agents.mp4
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MP4
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13.2 MB
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78 - Traditional Automation to Autonomous Agents.mp4
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MP4
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4.9 MB
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79 - Why do Agents Matter in the AIDriven Future.mp4
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MP4
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10.9 MB
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8 - Features Data as the foundation Features Labels and Datasets.mp4
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MP4
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19.4 MB
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80 - AutoGPT.txt
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TXT
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0 B
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80 - CodeAgent.pdf
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PDF
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1.1 MB
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80 - LangChain.txt
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TXT
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0 B
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80 - Major Examples of AI Agents.mp4
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MP4
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16.7 MB
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80 - MusicLM-Generating-Music-From-Text.pdf
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PDF
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835.6 KB
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80 - OpenDevin.txt
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TXT
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0 B
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80 - The AI Scientist.txt
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TXT
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80 - Voyager.txt
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TXT
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80 - microsoftUFO.txt
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TXT
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81 - The-AI-Scientist-Towards-Fully-Automated-Open-Ended-Scientific-Discovery.pdf
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PDF
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11.2 MB
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81 - Types of AI Agents.mp4
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MP4
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17.7 MB
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82 - How do AI Agents Work.mp4
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MP4
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51.2 MB
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83 - AutoGen.txt
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TXT
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102.4 B
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83 - The Agent Economy.mp4
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MP4
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28.3 MB
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84 - A-Taxonomy-of-AgentOps-for-Enabling-Observability-of-Foundation-Model-based-Agents.pdf
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PDF
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510 KB
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84 - AIOS-LLM-Agent-Operating-System.pdf
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PDF
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1.3 MB
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84 - AgentOps.mp4
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MP4
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24.8 MB
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85 - Use Cases of AI Agents.mp4
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MP4
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12.3 MB
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86 - Ethical and Practical Challenges of AI Agents.mp4
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MP4
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52.5 MB
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87 - The Convergence of LLMs MultiModal AI and Automation.mp4
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MP4
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34 MB
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88 - Thanks.mp4
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MP4
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18.3 MB
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9 - Labels Data as the foundation Features Labels and Datasets.mp4
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MP4
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24.4 MB
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Bonus Resources.txt
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TXT
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102.4 B
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Get Bonus Downloads Here.url
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URL
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204.8 B
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