• KubeFlow, TFX, GPU/TPU, Spark, TensorFlow, Kubernetes, Kafka, Scikit, MLflow,

    Title [1 hr Free Workshop] KubeFlow, TensorFlow Extended (TFX), Airflow, GPU, TPU, Spark ML, TensorFlow AI, Kubernetes, Kafka, Scikit-Learn, MLflow Agenda Hands-on Learning with KubeFlow, TFX, TensorFlow, GPU/TPU, Kafka, Scikit-Learn, MLflow, and JupyterLab running on Kubernetes. Date/Time 9-10am US Pacific Time (Third Monday of Every Month) ** RSVP & LOGIN HERE ** Eventbrite: https://www.eventbrite.com/e/1-hr-free-workshop-pipelineai-gpu-tpu-spark-ml-tensorflow-ai-kubernetes-kafka-scikit-tickets-45852865154 Meetup: https://www.meetup.com/Advanced-KubeFlow/ Zoom: https://zoom.us/j/690414331 Webinar ID:[masked] Phone: [masked] (US Toll) or [masked] (US Toll) Related Links PipelineAI Home: https://pipeline.ai PipelineAI Community Edition: https://community.pipeline.ai PipelineAI GitHub: https://github.com/PipelineAI/pipeline PipelineAI Quick Start: https://quickstart.pipeline.ai Advanced KubeFlow Meetup (SF-based, Global Reach): https://www.meetup.com/Advanced-KubeFlow/ YouTube Videos: https://youtube.pipeline.ai SlideShare Presentations: https://slideshare.pipeline.ai Slack Support: https://joinslack.pipeline.ai Email Support: [masked]

  • KubeFlow +Keras/TensorFlow 2.0 +TF Extended (TFX) +Kubernetes +Airflow +PyTorch

    THIS EVENT HAS BEEN MOVED TO SUNDAY, NOV 3rd!! **Title** Hands-on Learning with KubeFlow + Keras/TensorFlow 2.0 + TF Extended (TFX) + Kubernetes + PyTorch + XGBoost + Airflow + MLflow + Spark + Jupyter + TPU RSVP: https://www.eventbrite.com/e/full-day-workshop-kubeflow-kerastensorflow-20-tf-extended-tfx-kubernetes-pytorch-xgboost-airflow-tickets-63362929227 **Description** In this workshop, we build real-world machine learning pipelines using TensorFlow Extended (TFX), KubeFlow, and Airflow. Described in the 2017 paper, TFX is used internally by thousands of Google data scientists and engineers across every major product line within Google. KubeFlow is a modern, end-to-end pipeline orchestration framework that embraces the latest AI best practices including hyper-parameter tuning, distributed model training, and model tracking. Airflow is the most-widely used pipeline orchestration framework in machine learning. **Pre-requisites** Modern browser - and that's it! Every attendee will receive a cloud instance Nothing will be installed on your local laptop Everything can be downloaded at the end of the workshop **Location** Online **Agenda** 1. Create a Kubernetes cluster 2. Install KubeFlow, Airflow, TFX, and Jupyter 3. Setup ML Training Pipelines with KubeFlow and Airflow 4. Transform Data with TFX Transform 5. Validate Training Data with TFX Data Validation 6. Train Models with Jupyter, Keras/TensorFlow 2.0, PyTorch, XGBoost, and KubeFlow 7. Run a Notebook Directly on Kubernetes Cluster with KubeFlow 8. Analyze Models using TFX Model Analysis and Jupyter 9. Perform Hyper-Parameter Tuning with KubeFlow 10. Select the Best Model using KubeFlow Experiment Tracking 11. Reproduce Model Training with TFX Metadata Store and Pachyderm 12. Deploy the Model to Production with TensorFlow Serving and Istio 13. Save and Download your Workspace **Key Takeaways** Attendees will gain experience training, analyzing, and serving real-world Keras/TensorFlow 2.0 models in production using modern frameworks and open-source tools. RSVP: https://www.eventbrite.com/e/full-day-workshop-kubeflow-kerastensorflow-20-tf-extended-tfx-kubernetes-pytorch-xgboost-airflow-tickets-63362929227

  • Deploying Deep Learning Pipelines on KubeFlow @ Comcast AI

    Talk 1: Deploying Deep Learning Pipelines on KubeFlow @ Comcast AI In large enterprises, large solutions are sometimes required to tackle even the smallest tasks and ML is no different. At Comcast we are building a comprehensive, configuration based, continuously integrated and deployed platform for data pipeline transformations, model development and deployment. This is accomplished using a range of tools and frameworks such as Kubeflow, MLflow, Apache Spark and others. With a machine learning environment used by hundreds of researchers and petabytes of data, scale is critical to Comcast, so making it all work together in a frictionless experience is a high priority. The platform consists of a number of components: an abstraction for data pipelines and transformation to allow our data scientists the freedom to combine the most appropriate algorithms from different frameworks , experiment tracking, project and model packaging using MLflow and model serving via the Kubeflow environment on Kubernetes. The architecture, progress and current state of the platform will be discussed as well as the challenges we had to overcome to make this platform work at Comcast scale. As a machine learning practitioner, you will gain knowledge in: an example of data pipeline abstraction; ways to package and track your ML project and experiments at scale; and how Comcast uses Kubeflow on Kubernetes to bring everything together. Talk 2: Building Scalable ML/AI Pipelines with TFX, KubeFlow, Airflow, and MLflow In this talk, I build a real-world machine learning pipeline using TensorFlow Extended (TFX), KubeFlow, Airflow, and MLflow. Described in a 2017 paper from Google, TFX is used internally by thousands of Google data scientists and engineers across every major product line within Google. KubeFlow is a modern, end-to-end pipeline orchestration framework that embraces the latest AI best practices including hyper-parameter tuning, distributed model training, and model tracking. Airflow is the most-widely used pipeline orchestration framework in machine learning and data engineering. MLflow is a lightweight experiment-tracking system recently open-sourced by Databricks, the creators of Apache Spark. MLflow supports Python, Java/Scala, and R - and offers native support for TensorFlow, Keras, and Scikit-Learn.

  • KubeFlow, TFX, GPU/TPU, Spark, TensorFlow, Kubernetes, Kafka, Scikit, MLflow,

    Title [1 hr Free Workshop] KubeFlow, TensorFlow Extended (TFX), Airflow, GPU, TPU, Spark ML, TensorFlow AI, Kubernetes, Kafka, Scikit-Learn, MLflow Agenda Hands-on Learning with KubeFlow, TFX, TensorFlow, GPU/TPU, Kafka, Scikit-Learn, MLflow, and JupyterLab running on Kubernetes. Date/Time 9-10am US Pacific Time (Third Monday of Every Month) ** RSVP & LOGIN HERE ** Eventbrite: https://www.eventbrite.com/e/1-hr-free-workshop-pipelineai-gpu-tpu-spark-ml-tensorflow-ai-kubernetes-kafka-scikit-tickets-45852865154 Meetup: https://www.meetup.com/Advanced-KubeFlow/ Zoom: https://zoom.us/j/690414331 Webinar ID:[masked] Phone: [masked] (US Toll) or [masked] (US Toll) Related Links PipelineAI Home: https://pipeline.ai PipelineAI Community Edition: https://community.pipeline.ai PipelineAI GitHub: https://github.com/PipelineAI/pipeline PipelineAI Quick Start: https://quickstart.pipeline.ai Advanced KubeFlow Meetup (SF-based, Global Reach): https://www.meetup.com/Advanced-KubeFlow/ YouTube Videos: https://youtube.pipeline.ai SlideShare Presentations: https://slideshare.pipeline.ai Slack Support: https://joinslack.pipeline.ai Email Support: [masked]

  • KubeFlow, TFX, GPU/TPU, Spark, TensorFlow, Kubernetes, Kafka, Scikit, MLflow,

    Title [1 hr Free Workshop] KubeFlow, TensorFlow Extended (TFX), Airflow, GPU, TPU, Spark ML, TensorFlow AI, Kubernetes, Kafka, Scikit-Learn, MLflow Agenda Hands-on Learning with KubeFlow, TFX, TensorFlow, GPU/TPU, Kafka, Scikit-Learn, MLflow, and JupyterLab running on Kubernetes. Date/Time 9-10am US Pacific Time (Third Monday of Every Month) ** RSVP & LOGIN HERE ** Eventbrite: https://www.eventbrite.com/e/1-hr-free-workshop-pipelineai-gpu-tpu-spark-ml-tensorflow-ai-kubernetes-kafka-scikit-tickets-45852865154 Meetup: https://www.meetup.com/Advanced-KubeFlow/ Zoom: https://zoom.us/j/690414331 Webinar ID:[masked] Phone: [masked] (US Toll) or [masked] (US Toll) Related Links PipelineAI Home: https://pipeline.ai PipelineAI Community Edition: https://community.pipeline.ai PipelineAI GitHub: https://github.com/PipelineAI/pipeline PipelineAI Quick Start: https://quickstart.pipeline.ai Advanced KubeFlow Meetup (SF-based, Global Reach): https://www.meetup.com/Advanced-KubeFlow/ YouTube Videos: https://youtube.pipeline.ai SlideShare Presentations: https://slideshare.pipeline.ai Slack Support: https://joinslack.pipeline.ai Email Support: [masked]

  • KubeFlow, TFX, GPU/TPU, Spark, TensorFlow, Kubernetes, Kafka, Scikit, MLflow,

    Title [1 hr Free Workshop] KubeFlow, TensorFlow Extended (TFX), Airflow, GPU, TPU, Spark ML, TensorFlow AI, Kubernetes, Kafka, Scikit-Learn, MLflow Agenda Hands-on Learning with KubeFlow, TFX, TensorFlow, GPU/TPU, Kafka, Scikit-Learn, MLflow, and JupyterLab running on Kubernetes. Date/Time 9-10am US Pacific Time (Third Monday of Every Month) ** RSVP & LOGIN HERE ** Eventbrite: https://www.eventbrite.com/e/1-hr-free-workshop-pipelineai-gpu-tpu-spark-ml-tensorflow-ai-kubernetes-kafka-scikit-tickets-45852865154 Meetup: https://www.meetup.com/Advanced-KubeFlow/ Zoom: https://zoom.us/j/690414331 Webinar ID:[masked] Phone: [masked] (US Toll) or [masked] (US Toll) Related Links PipelineAI Home: https://pipeline.ai PipelineAI Community Edition: https://community.pipeline.ai PipelineAI GitHub: https://github.com/PipelineAI/pipeline PipelineAI Quick Start: https://quickstart.pipeline.ai Advanced KubeFlow Meetup (SF-based, Global Reach): https://www.meetup.com/Advanced-KubeFlow/ YouTube Videos: https://youtube.pipeline.ai SlideShare Presentations: https://slideshare.pipeline.ai Slack Support: https://joinslack.pipeline.ai Email Support: [masked]

  • KubeFlow, TFX, GPU/TPU, Spark, TensorFlow, Kubernetes, Kafka, Scikit, MLflow,

    Title [1 hr Free Workshop] KubeFlow, TensorFlow Extended (TFX), Airflow, GPU, TPU, Spark ML, TensorFlow AI, Kubernetes, Kafka, Scikit-Learn, MLflow Agenda Hands-on Learning with KubeFlow, TFX, TensorFlow, GPU/TPU, Kafka, Scikit-Learn, MLflow, and JupyterLab running on Kubernetes. Date/Time 9-10am US Pacific Time (Third Monday of Every Month) ** RSVP & LOGIN HERE ** Eventbrite: https://www.eventbrite.com/e/1-hr-free-workshop-pipelineai-gpu-tpu-spark-ml-tensorflow-ai-kubernetes-kafka-scikit-tickets-45852865154 Meetup: https://www.meetup.com/Advanced-KubeFlow/ Zoom: https://zoom.us/j/690414331 Webinar ID:[masked] Phone: [masked] (US Toll) or [masked] (US Toll) Related Links PipelineAI Home: https://pipeline.ai PipelineAI Community Edition: https://community.pipeline.ai PipelineAI GitHub: https://github.com/PipelineAI/pipeline PipelineAI Quick Start: https://quickstart.pipeline.ai Advanced KubeFlow Meetup (SF-based, Global Reach): https://www.meetup.com/Advanced-KubeFlow/ YouTube Videos: https://youtube.pipeline.ai SlideShare Presentations: https://slideshare.pipeline.ai Slack Support: https://joinslack.pipeline.ai Email Support: [masked]

  • KubeFlow, TFX, GPU/TPU, Spark, TensorFlow, Kubernetes, Kafka, Scikit, MLflow,

    Title [1 hr Free Workshop] KubeFlow, TensorFlow Extended (TFX), Airflow, GPU, TPU, Spark ML, TensorFlow AI, Kubernetes, Kafka, Scikit-Learn, MLflow Agenda Hands-on Learning with KubeFlow, TFX, TensorFlow, GPU/TPU, Kafka, Scikit-Learn, MLflow, and JupyterLab running on Kubernetes. Date/Time 9-10am US Pacific Time (Third Monday of Every Month) ** RSVP & LOGIN HERE ** Eventbrite: https://www.eventbrite.com/e/1-hr-free-workshop-pipelineai-gpu-tpu-spark-ml-tensorflow-ai-kubernetes-kafka-scikit-tickets-45852865154 Meetup: https://www.meetup.com/Advanced-KubeFlow/ Zoom: https://zoom.us/j/690414331 Webinar ID:[masked] Phone: [masked] (US Toll) or [masked] (US Toll) Related Links PipelineAI Home: https://pipeline.ai PipelineAI Community Edition: https://community.pipeline.ai PipelineAI GitHub: https://github.com/PipelineAI/pipeline PipelineAI Quick Start: https://quickstart.pipeline.ai Advanced KubeFlow Meetup (SF-based, Global Reach): https://www.meetup.com/Advanced-KubeFlow/ YouTube Videos: https://youtube.pipeline.ai SlideShare Presentations: https://slideshare.pipeline.ai Slack Support: https://joinslack.pipeline.ai Email Support: [masked]

  • KubeFlow, TFX, GPU/TPU, Spark, TensorFlow, Kubernetes, Kafka, Scikit, MLflow,

    Title [1 hr Free Workshop] KubeFlow, TensorFlow Extended (TFX), Airflow, GPU, TPU, Spark ML, TensorFlow AI, Kubernetes, Kafka, Scikit-Learn, MLflow Agenda Hands-on Learning with KubeFlow, TFX, TensorFlow, GPU/TPU, Kafka, Scikit-Learn, MLflow, and JupyterLab running on Kubernetes. Date/Time 9-10am US Pacific Time (Third Monday of Every Month) ** RSVP & LOGIN HERE ** Eventbrite: https://www.eventbrite.com/e/1-hr-free-workshop-pipelineai-gpu-tpu-spark-ml-tensorflow-ai-kubernetes-kafka-scikit-tickets-45852865154 Meetup: https://www.meetup.com/Advanced-KubeFlow/ Zoom: https://zoom.us/j/690414331 Webinar ID:[masked] Phone: [masked] (US Toll) or [masked] (US Toll) Related Links PipelineAI Home: https://pipeline.ai PipelineAI Community Edition: https://community.pipeline.ai PipelineAI GitHub: https://github.com/PipelineAI/pipeline PipelineAI Quick Start: https://quickstart.pipeline.ai Advanced KubeFlow Meetup (SF-based, Global Reach): https://www.meetup.com/Advanced-KubeFlow/ YouTube Videos: https://youtube.pipeline.ai SlideShare Presentations: https://slideshare.pipeline.ai Slack Support: https://joinslack.pipeline.ai Email Support: [masked]

  • KubeFlow, TFX, GPU/TPU, Spark, TensorFlow, Kubernetes, Kafka, Scikit, MLflow,

    Title [1 hr Free Workshop] KubeFlow, TensorFlow Extended (TFX), Airflow, GPU, TPU, Spark ML, TensorFlow AI, Kubernetes, Kafka, Scikit-Learn, MLflow Agenda Hands-on Learning with KubeFlow, TFX, TensorFlow, GPU/TPU, Kafka, Scikit-Learn, MLflow, and JupyterLab running on Kubernetes. Date/Time 9-10am US Pacific Time (Third Monday of Every Month) ** RSVP & LOGIN HERE ** Eventbrite: https://www.eventbrite.com/e/1-hr-free-workshop-pipelineai-gpu-tpu-spark-ml-tensorflow-ai-kubernetes-kafka-scikit-tickets-45852865154 Meetup: https://www.meetup.com/Advanced-KubeFlow/ Zoom: https://zoom.us/j/690414331 Webinar ID:[masked] Phone: [masked] (US Toll) or [masked] (US Toll) Related Links PipelineAI Home: https://pipeline.ai PipelineAI Community Edition: https://community.pipeline.ai PipelineAI GitHub: https://github.com/PipelineAI/pipeline PipelineAI Quick Start: https://quickstart.pipeline.ai Advanced KubeFlow Meetup (SF-based, Global Reach): https://www.meetup.com/Advanced-KubeFlow/ YouTube Videos: https://youtube.pipeline.ai SlideShare Presentations: https://slideshare.pipeline.ai Slack Support: https://joinslack.pipeline.ai Email Support: [masked]