Model Deployment Courses and Certifications

NDC Conferences

A Developers Guide to Machine Learning

Comprehensive introduction to machine learning for beginners, covering data preparation, model creation, and deployment, providing a solid foundation for aspiring data scientists and developers.

• YouTube
• 59 minutes
• Self-Paced
• Conference Talk

NDC Conferences

A Developers Guide to Machine Learning

Comprehensive introduction to machine learning for developers, covering data preparation, model creation, and deployment, designed to kickstart your journey into this rapidly growing field.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Conference Talk

PASS Data Community Summit

Real-Time Big Data Analytics with R

Explore real-time big data analytics using R, covering data distillation, model development, validation, deployment, refresh, and scoring. Learn to integrate R with Hadoop and database systems.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Conference Talk

MLCon | Machine Learning Conference

Kotlin for Machine Learning

Explore Kotlin's potential in machine learning projects, from data cleaning to model deployment. Learn about Kotlin tools for data science, including Jupyter notebooks, visualizations, and dataframes.

• YouTube
• 48 minutes
• Self-Paced
• Conference Talk

Docker

Deploy a Customer Churn Prediction Model with Streamlit and Docker

Learn to build and deploy a customer churn prediction model using Streamlit and Docker. Discover how to package machine learning models into interactive applications for effective customer retention strategies.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

The State of Production MLOps in the Cloud Native Ecosystem

Explore production MLOps challenges, best practices, and tools in the Cloud Native ecosystem. Learn key principles for deploying, monitoring, and scaling ML systems effectively.

• YouTube
• 39 minutes
• Self-Paced
• Free Video

Data Science Dojo

Azure Custom Vision for Beginners - Building Custom Vision Models with Microsoft Azure

Learn to build, train, and deploy custom image recognition models using Azure Custom Vision. Explore cloud-based machine learning for computer vision applications and consume models via Azure APIs.

• YouTube
• 53 minutes
• Self-Paced
• Free Video

Data Science Dojo

Building Data Science Products - Think Business First

Learn to approach data science projects from a business perspective, focusing on key questions and considerations before diving into tools and techniques.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

PyCon US

Bridging Data Science and Data Infrastructure with Apache Airflow

Explore how Apache Airflow bridges data science and infrastructure, enabling collaboration between teams and facilitating the development of flexible, observable, and resilient data pipelines.

• YouTube
• 16 minutes
• Self-Paced
• Conference Talk

EuroPython Conference

Deep Learning with Python & TensorFlow

Explore deep learning with TensorFlow: compare Python ML libraries, create data flow graphs, and learn deployment strategies for production systems.

• YouTube
• 1 hour
• Self-Paced
• Conference Talk

Great Learning

Flask Python

Learn to deploy machine learning models using Flask, a Python web framework. Explore Flask's capabilities, advantages, and applications in this comprehensive tutorial.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

HuggingFace

Few-Shot Learning in Production

Learn to train and deploy efficient few-shot language models using SetFit, knowledge distillation, and quantization techniques. Explore accelerated inference and deployment strategies with Hugging Face and Intel AI.

• YouTube
• 1 hour 22 minutes
• Self-Paced
• Free Video

GOTO Conferences

Machine Learning for Autonomous Vehicles

Explore machine learning for autonomous vehicles, covering data collection, model development, security, and industry trends. Gain insights from experts on the future of self-driving technology.

• YouTube
• 42 minutes
• Self-Paced
• Conference Talk

GOTO Conferences

Machine Learning with TensorFlow

Introductory talk on TensorFlow, demonstrating how to create a simple neural network and use Google Cloud Machine Learning API for training and real-time predictions.

• YouTube
• 41 minutes
• Self-Paced
• Conference Talk

The Full Stack

Orgs - ML Teams - Full Stack Deep Learning

Explore ML team structures in organizations, from nascent to ML-first, covering key aspects like software engineering, data ownership, and model deployment responsibilities.

• YouTube
• 23 minutes
• Self-Paced
• Free Video