Datalab: Notebook in the Cloud (AI Adventures)

In this episode of AI Adventures, Yufeng explains how to use Cloud Datalab to use a notebook in the cloud to do data science on large datasets!  

Jupyter Tips and Tricks (AI Adventures)

In this episode of AI Adventures, Yufeng journeys to Jupyter to bring back some tips and tricks for your data science workflow!  

Introduction to Kaggle Kernels (AI Adventures)

In this episode of AI Adventures, Yufeng explains how to use Kaggle Kernels to do data science in your browser without any downloads!  

Wrangling Data with Pandas (AI Adventures)

In this episode of AI Adventures, Yufeng explores the fascinating world of pandas, an open-source python library that provides easy to use, high-performance data structures and data analysis tools.  

Which Python Package Manager Should You Use? (AI Adventures)

In this episode of AI Adventures, Yufeng discusses some of the options available when it comes to managing your Python environment for machine learning and data science, and helps you make an informed decision based on your needs.  

Machine Learning Meets Fashion (AI Adventures)

In this episode of AI Adventures, Yufeng showcases many of the machine learning tools introduced so far by working through an end-to-end example with a fashionable dataset.  

Distributed Training in the Cloud (AI Adventures)

Training machine learning models at scale has never been simpler. By leveraging in the cloud machine learning engine, we can quickly and easily train TensorFlow models without worrying about configuring servers installing drivers and libraries.  

Natural Language Generation at Google Research (AI Adventures)

In this episode of AI Adventures, Yufeng interviews Google Research engineer Justin Zhao to talk about natural text generation, recurrent neural networks, and state of the art research!  

Big Data for Training Models in the Cloud (AI Adventures)

What do you do when your data is too big to fit on your machine? In this episode of Cloud AI Adventures, Yufeng walks through some of the options and rationale for putting your big data in the cloud.  

Estimators Revisited: Deep Neural Networks (AI Adventures)

In this episode of AI Adventures, Yufeng explains how to build models for more complex datasets, using TensorFlow to build deep neural networks!  

Visualizing Your Model Using TensorBoard (AI Adventures)

In this episode of AI Adventures, Yufeng takes us on a tour of TensorBoard, the visualizer built into TensorFlow, to visualize and help debug models.  

Serverless Predictions at Scale (AI Adventures)

In this episode of AI Adventures, Yufeng explains how to scale your machine learning using the cloud, no ops work required!  

Plain and Simple Estimators (AI Adventures)

In this episode of AI Adventures, it’s time to write some TensorFlow code! We’ll build a linear model to recognize different kinds of flowers using a canned estimator.  

The 7 Steps of Machine Learning (AI Adventures)

How can we tell if a drink is beer or wine? Machine learning, of course! In this episode of Cloud AI Adventures, Yufeng walks through the 7 steps involved in applied machine learning.  

What is Machine Learning? (AI Adventures)

Got lots of data? Machine learning can help! In this episode of Cloud AI Adventures, Yufeng Guo explains machine learning from the ground up, using concrete examples.  

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