Machine Design Courses and Certifications

nanohubtechtalks

Data Analysis, Design of Experiment, and Machine Learning

Master statistical analysis, experimental design, and machine learning fundamentals using MATLAB and Excel for data interpretation and physics-based applications.

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

Simons Institute

Machine Learning-Based Design of Proteins

Explore machine learning-based protein design with Jennifer Listgarten, covering directed evolution, predictive models, and optimization techniques for gene therapy applications.

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

Simons Institute

Machine Learning-Based Design of Proteins and Small Molecules

Explore machine learning techniques for designing proteins and small molecules, covering directed evolution, model-based optimization, and challenges in deep learning applications.

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

Association for Computing Machinery (ACM)

Machine Learning for Algorithm Design

Explore data-driven algorithm design using machine learning, combining theoretical foundations with practical applications to improve performance for various combinatorial problems.

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

Association for Computing Machinery (ACM)

A Review of User Interface Design for Interactive Machine Learning

Explores user interface design for Interactive Machine Learning, discussing challenges, solutions, and principles for effective non-expert applications in data-driven pattern recognition and development.

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

Applied Algebraic Topology Network

Topological Data Analysis Based Machine Learning Models for Drug Design

Explores TDA-based models for effective molecular representation in drug design, combining persistent homology, spectral models, and Ricci curvature with machine learning for improved performance.

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

Paul G. Allen School

Machine Learning-based Design of Proteins and Small Molecules

Explore machine learning approaches for protein engineering, focusing on data-driven design to create proteins with desired properties and the challenges of extrapolation in predictive modeling.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Materials Research Society

Accelerating the Search for New Materials Using Machine Learning and Adaptive Design

Explore how machine learning accelerates materials discovery through adaptive design. Learn about cutting-edge techniques revolutionizing materials research and their potential impact on future innovations.

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

Materials Research Society

Machine Learning and AI for Data-Driven Materials Development and Design - Part 2

Explore machine learning's role in materials research, covering its application in experimental and theoretical materials science and discussing future impacts on the field.

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

Broad Institute

Programmable Generative Protein Design - Machine Learning in Drug Discovery

Explore programmable generative protein design with Gevorg Grigoryan, CTO of Generate Biomedicines, in this symposium talk on machine learning in drug discovery.

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

Valence Labs

Machine Learning for Multi-Scale Molecular Simulation and Design

Explore multi-scale molecular simulation techniques using machine learning for accelerated MD simulations and MOF design, focusing on coarse-grained modeling and graph neural networks.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

NPTEL-NOC IITM

Machine Tool Gearbox Design: GP, Step Ratio, and Optimization Rules

Explore essential machine tool gearbox concepts including gear proportion, step ratio, and preferred numbers while mastering ray diagrams and structural formulas for optimal gearbox design.

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

Applied Algebraic Topology Network

Kelin Xia - Persistent Function Based Machine Learning for Drug Design

1 rating

Exploring persistent function-based machine learning for drug design, focusing on novel molecular representations and their application in improving predictive models for drug discovery.

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

Structural Frame Design & Weldments Using Solid Edge 3D CAD

218 ratings at Udemy

Design Rigid Frame Structures for Machinery and Process Equipment - Creo - Solidworks - Fusion 360 - AutoCad - Blender

• Udemy
• 3 hours 45 minutes
• Self-Paced
• Free Online Course

SOLIDWORKS Certified Master Course (CSWA) 2018/19/20

217 ratings at Udemy

Learn 3D Modelling Techniques and their Applications in Engineering using SOLIDWORKS

• Udemy
• 5 hours 48 minutes
• Self-Paced
• Paid Course