Premium
Opening Credits
1/28/2024
Preface
1/28/2024
Part 1 building your own large language model
1/28/2024
Introduction to language model development
1/28/2024
Basics of natural language processing
1/28/2024
Choosing the right framework
1/28/2024
Collecting and preprocessing data
1/28/2024
Model architecture design
1/28/2024
Evaluation metrics and validation
1/28/2024
Deploying your language model
1/28/2024
Handling ethical and bias considerations
1/28/2024
Optimizing performance and efficiency
1/28/2024
Popular large language models
1/28/2024
Popular large language models gpt 3 (generative pre trained transformer 3)
1/28/2024
Popular large language models bert (bidirectional encoder representations from transformers)
1/28/2024
Popular large language models t5 (text to text transfer transformer)
1/28/2024
Popular large language models xlnet
1/28/2024
Popular large language models roberta (robustly optimized bert approach)
1/28/2024
Popular large language models llama 2
1/28/2024
Popular large language models google's gemini
1/28/2024
Integrating language model with applications
1/28/2024
Continuous improvement and maintenance
1/28/2024
Interpretable ai and explainability
1/28/2024
Challenges and future trends
1/28/2024
Case studies and project examples
1/28/2024
Community and collaboration
1/28/2024
Conclusion
1/28/2024
Basics of natural language processing (nlp)
1/28/2024
Choosing the right architecture
1/28/2024
Data collection and preprocessing
1/28/2024
Hyperparameter tuning
1/28/2024
Transfer learning strategies
1/28/2024
Addressing overfitting and regularization
1/28/2024
Fine tuning for specific tasks
1/28/2024
Steps on training large language models (llms)
1/28/2024
Steps on training large language models (llms) step 1: define your objective
1/28/2024
Steps on training large language models (llms) step 2: data collection and preparation
1/28/2024
Steps on training large language models (llms) step 3: choose a pre trained model or architecture
1/28/2024
Steps on training large language models (llms) step 4: model configuration
1/28/2024
Steps on training large language models (llms) step 5: training process
1/28/2024
Steps on training large language models (llms) step 6: model evaluation
1/28/2024
Steps on training large language models (llms) step 7: hyperparameter tuning
1/28/2024
Steps on training large language models (llms) step 8: model fine tuning
1/28/2024
Steps on training large language models (llms) step 9: model deployment
1/28/2024
Steps on training large language models (llms) step 10: continuous monitoring and improvement
1/28/2024
Training llm for popular use cases
1/28/2024
Training llm for popular use cases sentiment analysis
1/28/2024
Training llm for popular use cases named entity recognition (ner)
1/28/2024
Training llm for popular use cases text summarization
1/28/2024
Training llm for popular use cases question answering
1/28/2024
Training llm for popular use cases language translation
1/28/2024
Training llm for popular use cases text generation
1/28/2024
Training llm for popular use cases topic modeling
1/28/2024
Training llm for popular use cases conversational ai
1/28/2024
Training llm for popular use cases code generation
1/28/2024
Training llm for popular use cases text classification
1/28/2024
Training llm for popular use cases speech recognition
1/28/2024
Training llm for popular use cases image captioning
1/28/2024
Training llm for popular use cases document summarization
1/28/2024
Training llm for popular use cases healthcare applications
1/28/2024
Popular examples of trained large language models (llms) in industry
1/28/2024
Popular examples of trained large language models (llms) in industry natural language processing (nlp) applications
1/28/2024
Popular examples of trained large language models (llms) in industry healthcare and medical text analysis
1/28/2024
Popular examples of trained large language models (llms) in industry financial sentiment analysis
1/28/2024
Popular examples of trained large language models (llms) in industry legal document understanding
1/28/2024
Popular examples of trained large language models (llms) in industry conversational ai and chatbots
1/28/2024
Popular examples of trained large language models (llms) in industry e commerce product recommendations
1/28/2024
Popular examples of trained large language models (llms) in industry educational content generation
1/28/2024
Popular examples of trained large language models (llms) in industry news article summarization
1/28/2024
Dealing with common challenges
1/28/2024
Scaling up: distributed training
1/28/2024
Ensuring ethical and fair use
1/28/2024
Future trends in llms
1/28/2024
Part 2 hardware for llm ai
1/28/2024
Introduction to hardware for llm ai
1/28/2024
Introduction to hardware for llm ai overview of large language models (llms)
1/28/2024
Introduction to hardware for llm ai importance of hardware infrastructure
1/28/2024
Components of hardware for llm ai
1/28/2024
Components of hardware for llm ai central processing units (cpus)
1/28/2024
Components of hardware for llm ai graphics processing units (gpus)
1/28/2024
Components of hardware for llm ai memory systems
1/28/2024
Components of hardware for llm ai storage solutions
1/28/2024
Components of hardware for llm ai networking infrastructure
1/28/2024
Optimizing hardware for llm ai
1/28/2024
Optimizing hardware for llm ai performance optimization
1/28/2024
Optimizing hardware for llm ai scalability and elasticity
1/28/2024
Optimizing hardware for llm ai cost optimization
1/28/2024
Optimizing hardware for llm ai reliability and availability
1/28/2024
Creating on premises hardware for running llm in production
1/28/2024
Creating on premises hardware for running llm in production hardware requirements assessment
1/28/2024
Creating on premises hardware for running llm in production hardware selection
1/28/2024
Creating on premises hardware for running llm in production hardware procurement
1/28/2024
Creating on premises hardware for running llm in production hardware setup and configuration
1/28/2024
Creating on premises hardware for running llm in production testing and optimization
1/28/2024
Creating on premises hardware for running llm in production maintenance and monitoring
1/28/2024
Creating cloud infrastructure or hardware resources for running llm in production
1/28/2024
Creating cloud infrastructure or hardware resources for running llm in production cloud provider selection
1/28/2024
Creating cloud infrastructure or hardware resources for running llm in production resource provisioning
1/28/2024
Creating cloud infrastructure or hardware resources for running llm in production resource configuration
1/28/2024
Creating cloud infrastructure or hardware resources for running llm in production security and access control
1/28/2024
Creating cloud infrastructure or hardware resources for running llm in production scaling and auto scaling
1/28/2024
Creating cloud infrastructure or hardware resources for running llm in production monitoring and optimization
1/28/2024
Hardware overview of openai chatgpt
1/28/2024
Hardware overview of openai chatgpt cpu
1/28/2024
Hardware overview of openai chatgpt gpu
1/28/2024
Hardware overview of openai chatgpt memory
1/28/2024
Hardware overview of openai chatgpt storage
1/28/2024
Steps to create hardware or infrastructure for running lama 2 70b
1/28/2024
Steps to create hardware or infrastructure for running lama 2 70b assess hardware requirements for lama 2 70b
1/28/2024
Steps to create hardware or infrastructure for running lama 2 70b procure hardware components
1/28/2024
Steps to create hardware or infrastructure for running lama 2 70b setup hardware infrastructure
1/28/2024
Steps to create hardware or infrastructure for running lama 2 70b install operating system and dependencies
1/28/2024
Steps to create hardware or infrastructure for running lama 2 70b configure networking
1/28/2024
Steps to create hardware or infrastructure for running lama 2 70b deploy lama 2 70b
1/28/2024
Steps to create hardware or infrastructure for running lama 2 70b testing and optimization
1/28/2024
Popular companies building hardware for running llm
1/28/2024
Popular companies building hardware for running llm nvidia
1/28/2024
Popular companies building hardware for running llm amd
1/28/2024
Popular companies building hardware for running llm intel
1/28/2024
Popular companies building hardware for running llm google
1/28/2024
Popular companies building hardware for running llm amazon web services (aws)
1/28/2024
Comparison: gpu vs cpu for running llm
1/28/2024
Comparison: gpu vs cpu for running llm performance
1/28/2024
Comparison: gpu vs cpu for running llm cost
1/28/2024
Comparison: gpu vs cpu for running llm scalability
1/28/2024
Comparison: gpu vs cpu for running llm specialized tasks
1/28/2024
Comparison: gpu vs cpu for running llm resource utilization
1/28/2024
Comparison: gpu vs cpu for running llm use cases
1/28/2024
Case studies and best practices
1/28/2024
Case studies and best practices real world deployments
1/28/2024
Case studies and best practices industry trends and innovations
1/28/2024
Conclusion summary and key takeaways
1/28/2024
Conclusion future directions
1/28/2024
Glossary
1/28/2024
Bibliography
1/28/2024
Ending Credits
1/28/2024