The following are some inital re:invent 2020 Sessions that I recommend into Machine Learning and Data Analytics. I am aiming to few some these and give a wrap up as apart of my www.comsum.co.uk punditry.
Machine Learning:
- How to use fully managed Jupyter notebooks in Amazon SageMaker
- Implementing MLOps practices with Amazon SageMaker
- Reinventing medical imaging with machine learning on AWS
- From POC to production: Strategies for achieving machine learning at scale
- Secure and compliant machine learning for regulated industries
- How to use machine learning and the Data Cloud for advanced analytics (sponsored by Snowflake)
- Train and tune ML models to the highest accuracy using Amazon SageMaker
- Fast distributed training and near-linear scaling with PyTorch on AWS
- Train large models with billions of parameters in TensorFlow 2.0
- Choose the right machine learning algorithm in Amazon SageMaker
- Interpretability and explainability in machine learning Privacy-preserving machine learning
- Build quality ML models easily & quickly with Amazon SageMaker Autopilot
- Scaling MLOps on Kubernetes with Amazon SageMaker Operators
- Machine learning inference with Amazon EC2 Inf1 instances
- Architectural best practices for machine learning applications
- Accelerate machine learning projects with pretrained models
- Detect machine learning (ML) model drift in production
Data Analytics
- How BMW Group uses AWS serverless analytics for a data-driven ecosystem
- How FINRA operates PB-scale analytics on data lakes with Amazon Athena
- Break down data silos: Build a serverless data lake on Amazon S3
- Serverless data preparation with AWS Glue
- Run big data analytics faster at lower cost with Amazon EMR
- Improving analytics productivity for overwhelmed data teams (sponsored by Matillion)
- 5 best practices for migrating large analytics systems to AWS (sponsored by Teradata)
Serverless and Containers
- AWS Fargate: Are serverless containers right for you?
- Getting started building your first serverless web application
- Serverless everything: Replatforming for speed and ownership (sponsored by Datadog)
- Scalable serverless event-driven architectures with SNS, SQS & Lambda
- AXA: Rearchitecting with serverless to accelerate innovation
- Power modern serverless applications with GraphQL and AWS AppSync
- Best practices for securing your serverless applications
- CI/CD for serverless applications
- Becoming proficient with serverless application observability
- Decoupling serverless workloads with Amazon EventBridge
- Best practices for security governance in serverless applications
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