Search results for machine learning

Data Cleaning and Preprocessing in Machine Learning

Master data preprocessing techniques using the Titanic dataset, covering cleaning, handling missing values, outlier detection, feature engineering, and model training with Python and Pandas for effective machine learning preparation.

• CodeSignal
• On-Demand
• Free Certificate

Foundational Machine Learning Models with Sklearn

Master fundamental machine learning algorithms using Sklearn and the Iris dataset, from linear regression to decision trees, with hands-on implementation, evaluation metrics, and model optimization techniques.

• CodeSignal
• On-Demand
• Free Certificate

Intro to Model Optimization in Machine Learning

Master machine learning optimization techniques using real medical data, from hyperparameter tuning to advanced ensemble methods, enhancing your ability to build accurate predictive models.

• CodeSignal
• On-Demand
• Free Certificate

Machine Learning in the Enterprise

1472 ratings at Coursera

Explore enterprise ML workflow, data management, and model building options using Google Cloud tools. Learn custom training, hyperparameter tuning, and best practices for ML development.

• Coursera
• 19 hours 17 minutes
• On-Demand
• Free Online Course (Audit)

Guided Tour of Machine Learning in Finance

7 reviews

Introductory overview of machine learning applications in finance, covering supervised learning methods and their use in predicting bank closures. Suitable for finance professionals, traders, and students.

• Coursera
• 1 day 23 minutes
• On-Demand
• Free Online Course (Audit)

Smart Analytics, Machine Learning, and AI on Google Cloud

1222 ratings at Coursera

Explore machine learning integration in Google Cloud data pipelines, from AutoML to custom solutions with Notebooks, BigQuery ML, and Vertex AI for enhanced data insights.

• Coursera
• 6 hours 36 minutes
• On-Demand
• Free Online Course (Audit)

Supervised Machine Learning: Classification

361 ratings at Coursera

Learn to train and evaluate classification models, including logistic regression, decision trees, and ensembles. Gain hands-on experience with best practices like handling unbalanced classes and using various error metrics.

• Coursera
• 1 day 58 minutes
• On-Demand
• Free Online Course (Audit)

Chemometrics & Machine Learning in Copenhagen

Getting Machine Learning Models into Use

Practical guide to deploying bioinformatics machine learning models, focusing on scalability, user-friendliness, data security, and maintainability for real-world impact.

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

The Machine Learning Engineer

Prompt Engineering Techniques with Mistral 7B Instruct for Data Science and Machine Learning

Explore prompt engineering techniques using Mistral 7B Instruct, including zero-shot, few-shot, CoT, and RAG. Learn to craft effective prompts for enhanced machine learning outcomes.

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

Toronto Machine Learning Series (TMLS)

AI for Hospitals at Scale - Building and Deploying Machine Learning Models in Healthcare

Discover how machine learning models are trained and deployed across hospitals, focusing on zero-shot learning for patient deterioration prediction and scalable microservice architecture for healthcare applications.

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

Toronto Machine Learning Series (TMLS)

Industrializing Machine Learning Workflows in Drug Discovery

Discover how machine learning workflows accelerate drug discovery through automated predictive modeling, data management, and cloud computing for evaluating compound properties and safety.

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

The Machine Learning Engineer

vLLM Inference and LLM Server Engine for Machine Learning

Discover how to leverage vLLM for efficient large language model inference and serving, including practical implementation techniques and deployment strategies.

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

HUJI Machine Learning Club

Coresets and Decision Trees for Machine Learning Optimization

Discover how coresets can optimize decision tree algorithms, boost computation speed by 10x, and maintain accuracy in machine learning applications through geometric partitioning techniques.

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

HUJI Machine Learning Club

Sample Compression and Topological Radon Theorem in Machine Learning

Explore the intersection of topology and machine learning through an examination of sample compression schemes and the Radon theorem's novel applications in theoretical ML problems.

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

Chemometrics & Machine Learning in Copenhagen

Preprocessing: Centering and Scaling in Chemometric Machine Learning

Learn techniques for centering and scaling data to enhance information in chemometric machine learning contexts like PCA and PLS models.

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