Premium
Opening Credits
1/14/2024
Preface
1/14/2024
Part 1 llm
1/14/2024
Introduction to language model development
1/14/2024
Basics of natural language processing
1/14/2024
Choosing the right framework
1/14/2024
Collecting and preprocessing data
1/14/2024
Model architecture design
1/14/2024
Training and fine tuning
1/14/2024
Evaluation metrics and validation
1/14/2024
Deploying your language model
1/14/2024
Fine tuning for specific use cases
1/14/2024
Handling ethical and bias considerations
1/14/2024
Optimizing performance and efficiency
1/14/2024
Popular large language models
1/14/2024
Popular large language models gpt 3 (generative pre trained transformer 3)
1/14/2024
Popular large language models bert (bidirectional encoder representations from transformers)
1/14/2024
Popular large language models t5 (text to text transfer transformer)
1/14/2024
Popular large language models xlnet
1/14/2024
Popular large language models roberta (robustly optimized bert approach)
1/14/2024
Popular large language models llama 2
1/14/2024
Popular large language models google's gemini
1/14/2024
Integrating language model with applications
1/14/2024
Scaling and distributed training
1/14/2024
Continuous improvement and maintenance
1/14/2024
Interpretable ai and explainability
1/14/2024
Challenges and future trends
1/14/2024
Case studies and project examples
1/14/2024
Community and collaboration
1/14/2024
Conclusion
1/14/2024
Part 2 ai maths
1/14/2024
Introduction to mathematics in ai
1/14/2024
Essential mathematical concepts
1/14/2024
Statistics for ai
1/14/2024
Optimization in ai
1/14/2024
Linear algebra in ai
1/14/2024
Calculus for machine learning
1/14/2024
Probability theory in ai
1/14/2024
Advanced topics in mathematics for ai
1/14/2024
Mathematical foundations of neural networks
1/14/2024
Mathematics behind popular machine learning algorithms
1/14/2024
Mathematics behind popular machine learning algorithms linear regression
1/14/2024
Mathematics behind popular machine learning algorithms logistic regression
1/14/2024
Mathematics behind popular machine learning algorithms decision trees
1/14/2024
Mathematics behind popular machine learning algorithms random forests
1/14/2024
Mathematics behind popular machine learning algorithms support vector machines (svm)
1/14/2024
Mathematics behind popular machine learning algorithms k nearest neighbors (knn)
1/14/2024
Mathematics behind popular machine learning algorithms k means clustering
1/14/2024
Mathematics behind popular machine learning algorithms principal component analysis (pca)
1/14/2024
Mathematics behind popular machine learning algorithms neural networks
1/14/2024
Mathematics behind popular machine learning algorithms gradient boosting
1/14/2024
Mathematics behind popular machine learning algorithms recurrent neural networks (rnn)
1/14/2024
Mathematics behind popular machine learning algorithms long short term memory (lstm)
1/14/2024
Mathematics behind popular machine learning algorithms gradient descent
1/14/2024
Implementing ai mathematics concepts with python
1/14/2024
Implementing ai mathematics concepts with python linear regression implementation
1/14/2024
Implementing ai mathematics concepts with python logistic regression implementation
1/14/2024
Implementing ai mathematics concepts with python decision trees implementation
1/14/2024
Implementing ai mathematics concepts with python random forests implementation
1/14/2024
Implementing ai mathematics concepts with python support vector machines (svm) implementation
1/14/2024
Implementing ai mathematics concepts with python neural networks implementation
1/14/2024
Implementing ai mathematics concepts with python k means clustering implementation
1/14/2024
Implementing ai mathematics concepts with python principal component analysis (pca) implementation
1/14/2024
Implementing ai mathematics concepts with python gradient descent implementation
1/14/2024
Implementing ai mathematics concepts with python recurrent neural networks (rnn) implementation
1/14/2024
Implementing ai mathematics concepts with python long short term memory (lstm) implementation
1/14/2024
Implementing ai mathematics concepts with python gradient boosting implementation
1/14/2024
Popular python packages for implementing ai mathematics
1/14/2024
Popular python packages for implementing ai mathematics numpy
1/14/2024
Popular python packages for implementing ai mathematics scipy
1/14/2024
Popular python packages for implementing ai mathematics pandas
1/14/2024
Popular python packages for implementing ai mathematics sympy
1/14/2024
Popular python packages for implementing ai mathematics matplotlib
1/14/2024
Popular python packages for implementing ai mathematics seaborn
1/14/2024
Popular python packages for implementing ai mathematics scikit learn
1/14/2024
Popular python packages for implementing ai mathematics statsmodels
1/14/2024
Popular python packages for implementing ai mathematics tensorflow
1/14/2024
Popular python packages for implementing ai mathematics pytorch
1/14/2024
Applications of mathematics and statistics in ai
1/14/2024
Mathematics in computer vision
1/14/2024
Mathematics in natural language processing
1/14/2024
Mathematics in reinforcement learning
1/14/2024
Conclusion: building a strong mathematical foundation for ai
1/14/2024
Part 3 hardware
1/14/2024
Introduction to hardware for llm ai
1/14/2024
Introduction to hardware for llm ai importance of hardware infrastructure
1/14/2024
Components of hardware for llm ai
1/14/2024
Components of hardware for llm ai central processing units (cpus)
1/14/2024
Components of hardware for llm ai graphics processing units (gpus)
1/14/2024
Components of hardware for llm ai memory systems
1/14/2024
Components of hardware for llm ai storage solutions
1/14/2024
Components of hardware for llm ai networking infrastructure
1/14/2024
Optimizing hardware for llm ai
1/14/2024
Optimizing hardware for llm ai performance optimization
1/14/2024
Optimizing hardware for llm ai scalability and elasticity
1/14/2024
Optimizing hardware for llm ai cost optimization
1/14/2024
Optimizing hardware for llm ai reliability and availability
1/14/2024
Creating on premises hardware for running llm in production
1/14/2024
Creating on premises hardware for running llm in production hardware requirements assessment
1/14/2024
Creating on premises hardware for running llm in production hardware selection
1/14/2024
Creating on premises hardware for running llm in production hardware procurement
1/14/2024
Creating on premises hardware for running llm in production hardware setup and configuration
1/14/2024
Creating on premises hardware for running llm in production testing and optimization
1/14/2024
Creating on premises hardware for running llm in production maintenance and monitoring
1/14/2024
Creating cloud infrastructure or hardware resources for running llm in production
1/14/2024
Creating cloud infrastructure or hardware resources for running llm in production cloud provider selection
1/14/2024
Creating cloud infrastructure or hardware resources for running llm in production resource provisioning
1/14/2024
Creating cloud infrastructure or hardware resources for running llm in production resource configuration
1/14/2024
Creating cloud infrastructure or hardware resources for running llm in production security and access control
1/14/2024
Creating cloud infrastructure or hardware resources for running llm in production scaling and auto scaling
1/14/2024
Creating cloud infrastructure or hardware resources for running llm in production monitoring and optimization
1/14/2024
Hardware overview of openai chatgpt
1/14/2024
Hardware overview of openai chatgpt cpu
1/14/2024
Hardware overview of openai chatgpt gpu
1/14/2024
Hardware overview of openai chatgpt memory
1/14/2024
Hardware overview of openai chatgpt storage
1/14/2024
Steps to create hardware or infrastructure for running lama 2 70b
1/14/2024
Steps to create hardware or infrastructure for running lama 2 70b assess hardware requirements for lama 2 70b
1/14/2024
Steps to create hardware or infrastructure for running lama 2 70b procure hardware components
1/14/2024
Steps to create hardware or infrastructure for running lama 2 70b setup hardware infrastructure
1/14/2024
Steps to create hardware or infrastructure for running lama 2 70b install operating system and dependencies
1/14/2024
Steps to create hardware or infrastructure for running lama 2 70b configure networking
1/14/2024
Steps to create hardware or infrastructure for running lama 2 70b deploy lama 2 70b
1/14/2024
Steps to create hardware or infrastructure for running lama 2 70b testing and optimization
1/14/2024
Popular companies building hardware for running llm
1/14/2024
Popular companies building hardware for running llm nvidia
1/14/2024
Popular companies building hardware for running llm amd
1/14/2024
Popular companies building hardware for running llm intel
1/14/2024
Popular companies building hardware for running llm google
1/14/2024
Popular companies building hardware for running llm amazon web services (aws)
1/14/2024
Comparison: gpu vs cpu for running llm
1/14/2024
Comparison: gpu vs cpu for running llm performance
1/14/2024
Comparison: gpu vs cpu for running llm cost
1/14/2024
Comparison: gpu vs cpu for running llm scalability
1/14/2024
Comparison: gpu vs cpu for running llm specialized tasks
1/14/2024
Comparison: gpu vs cpu for running llm resource utilization
1/14/2024
Comparison: gpu vs cpu for running llm use cases
1/14/2024
Case studies and best practices
1/14/2024
Case studies and best practices real world deployments
1/14/2024
Case studies and best practices industry trends and innovations
1/14/2024
Conclusion summary and key takeaways
1/14/2024
Conclusion future directions
1/14/2024
Glossary
1/14/2024
Bibliography
1/14/2024
Ending Credits
1/14/2024