ML: Clustering & Retrieval
Using k-nearest neighbors, k-means, and probabilistic modeling techniques, participants will use Python to develop clustering and document retrieval systems.
Description for ML: Clustering & Retrieval
Methods of Document Retrieval: Develop a document retrieval system that employs k-nearest neighbors and employs methods to reduce computational burden, such as KD-trees and locality-sensitive hashing.
Approaches to Clustering: Utilize k-means to cluster documents by topic, and employ MapReduce to parallelize the process. Additionally, investigate probabilistic clustering with mixture models.
Proficient Probabilistic Modeling: Fit Gaussian mixture models through expectation maximization (EM) with Gibbs sampling, and perform mixed membership modeling using latent Dirichlet allocation (LDA).
Optimization and Implementation: Compare the initialization methods for non-convex optimization objectives and implement these clustering and modeling techniques in Python.
Level: Intermediate
Certification Degree: Yes
Languages the Course is Available: 22
Offered by: On Coursera provided by University of Washington
Duration: 3 weeks at 5 hours a week
Schedule: Flexible
Pricing for ML: Clustering & Retrieval
Use Cases for ML: Clustering & Retrieval
FAQs for ML: Clustering & Retrieval
Reviews for ML: Clustering & Retrieval
0 / 5
from 0 reviews
Ease of Use
Ease of Customization
Intuitive Interface
Value for Money
Support Team Responsiveness
Alternative Tools for ML: Clustering & Retrieval
The AI tool empowers non-programmers to construct and deploy AI, featuring data transformation, insights generation, identification of critical drivers, and prediction and forecasting functionalities to enhance business decision-making and planning processes.
Utilize generative AI to advance in the field of data science. Develop hands-on generative AI skills that are in high demand to accelerate your data science career in under one month.
Learn to leverage Generative AI for automation, software development, and optimizing outputs with Prompt Engineering.
Learn machine learning with Google Cloud. End-to-end machine learning experimentation in the real world
Utilize Generative AI to optimize marketing creativity. Explore the potential of Generative AI to revolutionize and influence your marketing organization.
Learn the significance, use cases, history, and pros and cons of generative AI in a business context, with a focus on its relationship to machine learning and services at Amazon.
Acquire practical skills to build a generative AI application by constructing a retrieval augmented generation (RAG) system using data, Qdrant, and LLMs.
The "Introduction to Vertex AI" course provides a four-hour, practical, and fundamental overview of Vertex AI, ideal for professionals and enthusiasts aiming to leverage AI effectively.
Investigate the field of artificial intelligence and machine learning. While investigating the transformative disciplines of artificial intelligence, machine learning, and deep learning, enhance your Python abilities.
Learn to describe and implement various machine learning algorithms in Python, including classification and regression techniques, and evaluate their performance using appropriate metrics.
Featured Tools
Learn to use Python and libraries for data tasks, understand key machine learning techniques, and apply them to real-world datasets for a strong research foundation.
Empower HR processes with AI to optimize recruitment, enhance employee engagement, and implement transformative strategies for organizational growth.
Start your Machine Learning career. Prepare for AWS Certified Machine Learning Specialty Certification by learning AWS ML basics.
Learn about various generative AI models and architectures, the application of LLMs in language processing, and implement NLP preprocessing techniques using libraries and PyTorch.
Utilize Generative AI to optimize marketing creativity. Explore the potential of Generative AI to revolutionize and influence your marketing organization.
Compare & Review AI Tool Directory AI Course Marketplace
AI Tool Categories
AI Productivity ToolsAI Image GeneratorsAI Text GeneratorsAI Video GeneratorsAI Audio GeneratorsAI Art GeneratorsMisc AI ToolsAI Code GeneratorsFree AI ToolsAI Functions
Marketing AI ToolsAI Tools for EducationAI Tools for ResearchAI Tools for FinanceAI Project Management ToolsLegal AI ToolsAI Tools for E-commerceAI Agents For AutomationAI Tools for BusinessAI Tools for Real EstateAI Course Categories
AI & Machine Learning CoursesGenerative AI CoursesData Science CoursesComputer Science CoursesAI Courses for BeginnersContact Us: [email protected]
Aimed Labs