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During your data manipulation, exploration, and even analysis, functions can get complicated, putting one function inside of one another in order to accomplish tasks in one swoop. These are called nested functions. A nested function may look like something like this: Not only can this confuse you while you are coding, this looks quite ugly …

TF Dev Summit ’19 | TF Lattice: Control Your ML with Monotonicity This AI safety solution lets you guarantee that your TF models behave like you think they should by letting you control your ML with monotonicity constraints. Speaker: Maya Gupta  

TF Dev Summit ’19 | Reinforcement Learning in TensorFlow with TF-Agents Learn how to use TensorFlow and Reinforcement Learning to solve complex tasks. Speakers: Sergio Guadarrama, Senior Software Engineer Eugene Brevdo, Software Engineer

TF Dev Summit ’19 | TensorFlow Open Source Community And Collaboration TensorFlow is where it is today because of many amazing open source contributions, through GitHub, Special Interest Groups and Requests for Comment (RFCs). In addition to that, we have communities of contributors focused on documentation, and on testing the forthcoming TensorFlow 2.0 release. This …

Overview This guide shows how to install NumPy. NumPy is the fundamental package for scientific computing with Python.   Prerequisites Python has been installed Installation on Ubuntu Installation on Windows Optional but recommended. Setup a VirtualEnvironment and Pip has been installed. VirtualEnvironment for Ubuntu   Installation 01. Activate your virtual environment, or skip this step …

Overview This guide shows how to install and verify TensorFlow. TensorFlow is an end-to-end open source platform for machine learning.   Prerequisites Python has been installed Installation on Ubuntu Installation on Windows Optional but recommended. Setup a VirtualEnvironment and Pip has been installed. VirtualEnvironment for Ubuntu   Installation 01. Activate your virtual environment, or skip …

Microsoft Build 2019 | AI Lab Challenge – AI for Good Stories Session ID: THR3005   AI Labs are designed to help our fast-growing community of developers to discover AI innovation through a collection of AI projects such as drone rescue, intelligent robotics, and Cognitive Search. Discover the winners from the 2018 AI Lab Developer …

PyCon 2019 | How to Think about Data Visualization Speaker: Jake VanderPlas   The Python world has a staggering array of data visualization tools, and choosing which to use can seem like a daunting task. But which tool you use is far less important than how you use it. In this talk I’ll walk through …

 Google Cloud Next 2019 | Financial Services Sessions Google Cloud Next 2019 | Maintain Control Over Hybrid Workloads With DevOps Best Practices From Google Cloud Maintaining visibility, control, and compliance of hybrid workloads is increasingly complex. Administrators need to navigate and upkeep multiple tools, configs, policy systems and languages to ensure that their security …

Google Cloud Next 2019 | Manufacturing Sessions Google Cloud Next 2019 | How to Run Millions of Self-Driving Car Simulations on GCP Cruise Automation is a leading developer of autonomous vehicle technology. In this session, we will dive into the infrastructure which allows us to run hundreds of thousands of autonomous simulations every day and …