Model Optimization Courses and Certifications

Python & TensorFlow: Deep Dive into Machine Learning

152 ratings at Udemy

Python & TensorFlow: The Roadmap to Deep Machine Learning Expertise

• Udemy
• 3 hours 2 minutes
• On-Demand
• Paid Course

Introduction to Deep Learning in Python

50 ratings at DataCamp

Learn the fundamentals of neural networks and how to build deep learning models using Keras 2.0 in Python.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

H2O.ai

H2O Driverless AI Starter Course

Master automated machine learning with H2O Driverless AI through hands-on training in data preprocessing, model development, and advanced features like custom recipe creation and hyperparameter tuning.

• Coursera
• 2 hours 29 minutes
• On-Demand
• Free Online Course (Audit)

H2O.ai

H2O ai Large Language Models (LLMs) - Level 2

Master advanced LLM techniques through data preparation, fine-tuning, and model optimization. Learn QnA dataset creation, quantization, and LoRA while using H2O LLM Studio for practical NLP applications.

• Coursera
• 3 hours 24 minutes
• On-Demand
• Free Online Course (Audit)

Introduction to On-Device AI

Learn to deploy AI models on edge devices, reducing latency and enhancing privacy. Master key concepts, convert models, optimize performance, and integrate into mobile apps for efficient on-device AI.

• Coursera
• 1 hour 30 minutes
• On-Demand
• Paid Course

SOLIDWORKS: Simulation for Finite Element Analysis

578 ratings at LinkedIn Learning

Discover how to set up a model for finite element analysis, run the analysis, and interpret the results to optimize your SOLIDWORKS models.

• LinkedIn Learning
• 2 hours 30 minutes
• On-Demand
• Free Trial Available

Deep Learning: Model Optimization and Tuning

208 ratings at LinkedIn Learning

Learn about various optimization and tuning options available for deep learning models and use them to improve models.

• LinkedIn Learning
• 54 minutes
• On-Demand
• Free Trial Available

Learning TinyML

68 ratings at LinkedIn Learning

Learn the basics of TinyML, the field of machine learning that enables ML applications to run on handheld and IoT devices.

• LinkedIn Learning
• 1 hour 11 minutes
• On-Demand
• Free Trial Available

3D Printing a Scale Model with AutoCAD

15 ratings at LinkedIn Learning

Transform your 2D architectural drawings into three-dimensional models optimized for 3D printing, with AutoCAD.

• LinkedIn Learning
• 1 hour 17 minutes
• On-Demand
• Free Trial Available

Databricks

Scaling Up AI Research to Production with PyTorch and MLFlow

Explore PyTorch's latest advancements in AI research and production, including distributed training, model optimization, and deployment using MLFlow, with insights on scaling and efficiency.

• YouTube
• 44 minutes
• On-Demand
• Free Video

Databricks

Tuning Machine Learning Models - Scaling, Workflows, and Architecture

Automating and scaling ML model tuning using Hyperopt and Apache Spark. Best practices for workflows, architecture, and optimization in hyperparameter tuning for improved performance and accuracy.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Databricks

AutoML Toolkit Deep Dive - Automating Feature Engineering and Model Optimization

Explore Databricks Labs' AutoML Toolkit for automating feature engineering, model selection, tuning, and deployment. Learn to accelerate machine learning workflows and enhance productivity.

• YouTube
• 1 hour
• On-Demand
• Free Video

Databricks

Augmenting Machine Learning with Databricks Labs AutoML Toolkit

Explore how Databricks Labs AutoML Toolkit simplifies and optimizes machine learning processes, from data preparation to model optimization, using financial loan risk data examples.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Databricks

Improving the Life of Data Scientists - Automating ML Lifecycle through MLflow

Explore Flock, an end-to-end platform leveraging MLflow to automate and simplify enterprise-grade machine learning, enhancing data scientist productivity and addressing regulatory challenges in ML adoption.

• YouTube
• 36 minutes
• On-Demand
• Free Video

Aleksa Gordić - The AI Epiphany

EfficientNetV2 - Smaller Models and Faster Training - Paper Explained

Explore EfficientNetV2's improved image classification performance, including progressive training, Fused-MBConv layer, and novel reward function for Neural Architecture Search.

• YouTube
• 28 minutes
• On-Demand
• Free Video