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Instructor-led training / klique-dev

Klique Developer Certification

In this course, you will learn to consume pre-trained models via APIs, embed them into web or mobile applications, and collaborate with Data Scientists and ML Engineers in an existing Klique environment
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Instructor-led

klique-dev

Duration
2 Days
Format
Live Online
Access
Multiple Timezones

Overview

About this course.

Master the integration of machine learning (ML) models into applications using Klique (previously know as ClearML) In this course, you will learn to consume pre-trained models via APIs, embed them into web or mobile applications, and collaborate with Data Scientists and ML Engineers in an existing Klique environment. The course covers Klique SDK usage, API-driven model serving, and app integration with frameworks like Flask and FastAPI. Labs progress from basic API calls to building a fully integrated application, culminating in a capstone project that delivers a mock e-commerce recommendation system. Ideal for developers with Python and API experience, this course offers Klique Developer Certification from Alta3 Research, ensuring practical skills for real-world ML integration without deep ML theory.

Review this course online at https://www.alta3.com/courses/clearml-dev

Objectives

What you'll learn

  • Consume ML models via Klique Serving APIs in ≤15 minutes.
  • Integrate models into web/mobile applications using Flask or FastAPI.
  • Collaborate with Data Scientists and ML Engineers using Klique projects and dashboards.
  • Handle model versioning and governance for compliance.
  • Implement error handling and optimize API performance for production apps.

Audience

Who it's for

  • Software Developers
  • Application Engineers
  • DevSecOps Engineers
  • Full-Stack Developers

Prerequisites

Before you start

  • Python - PCEP Certification or Equivalent Experience
  • Familiarity with REST APIs and basic web frameworks (e.g., Flask or FastAPI)
  • Basic Linux command-line skills

Outline

Course outline.

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Prefix Chapters

  • 💻 Register for Poll
  • 💻 Meet VIRGIL: Your AI Lab Coach
  • Welcome to Alta3 Live
  • Vim: A Modal Text Editor
  • Efficient CLI Usage with Tmux

Software Control Management

  • 💻 SCM Option #1 - GitHub
  • 💻 SCM Option #2 - GitLab

All Outlines are subject to change dependent on changes in the underlying technologies

Introduction to Klique for Developers

  • 💬 What is MLOps? Role of Serving in ML Workflows
  • 💬 Klique Overview for Developers
  • 💬 Introduction to REST APIs for ML Integration
  • 💻 Query a Pre-trained Model API
  • 💻 Explore Klique Dashboards for Model Metrics
  • 💻 Set Up Python Environment with Klique SDK

Collaboration and Governance

  • 💬 Collaborating with Data Scientists and ML Engineers
  • 💬 Klique Projects and Team Visibility (Renamed from RBAC)
  • 💬 Documentation Strategies with Model Metadata
  • 💻 Access a Shared Klique Project
  • 💻 Review and Apply Model Card Metadata
  • 💻 Troubleshoot API Access Errors

Model Serving with Klique APIs

  • 💬 Klique Serving: Architecture and Endpoints
  • 💬 Batch vs. Real-Time Inference for Applications
  • 💬 Security Patterns: Gateways and Auth Wrappers (Added per ChatGPT)
  • 💻 Deploy a Standard Model Endpoint (Scikit-Learn) (Changed from vLLM to generic)
  • 💻 Test Endpoint and Implement Basic Token Auth
  • 💻 Implement Application-Side Latency Fallbacks

Ecosystem Integrations

  • 💬 Embedding ML Models in Web Applications
  • 💬 Scaling strategies: Caching and Load Balancing
  • 💬 Handling Model Updates from ML Engineers
  • 💻 Integrate Klique Endpoint into Flask App
  • 💻 Implement Error Handling for API Failures
  • 💻 Implement Response Caching in Flask

Capstone: Build a Real-World AI Application

  • 💬 Capstone Overview: E-Commerce Recommendation System
  • 💬 Simulating Handoff from ML Engineer (Wes)
  • 💬 Certification Prep: Scenarios and Best Practices
  • 💻 Select and Serve Forecasting Model from Klique
  • 💻 Build Mock E-Commerce App with Recommendations
  • 💻 Recover from Simulated API Failure
  • 💻 Practice Certification Exam Task

For teams

Training a whole team?

Request private training for Klique Developer Certification and we'll follow up with a quote for your group.

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