ListoPedia

Machine Learning Resources for Entrepreneurs

The dataset contains a curated collection of resources related to machine learning and data science, including books, websites, online courses, tools, and podcasts. Each entry includes details such as the type of resource, title, description, URL for access, category, target audience, and cost, making it valuable for individuals seeking learning materials or tools in the field of data science and machine learning.

  • Resource Type: Indicates the type of resource, such as a book, website, course, tool, or podcast.
  • Title: The title of the resource, providing a quick reference to the content.
  • Description: A brief summary of what the resource is about and what it offers.
  • URL: The web link where the resource can be accessed or purchased.
  • Category: The category under which the resource falls, such as online course, blog, or framework.
  • Target Audience: Specifies the intended audience for the resource, such as entrepreneurs, students, or data scientists.
  • Cost: Indicates whether the resource is free or paid.

Sample Data

Resource Type Title Description URL Category Target Audience Cost
Book Deep Learning A book covering the fundamentals of deep learning techniques. https://www.deeplearningbook.org/ Deep Learning Entrepreneurs, Data Scientists Free
Website Towards Data Science A Medium publication sharing insights, ideas, and resources on data science and ML. https://towardsdatascience.com/ Blog Entrepreneurs, Data Scientists Free
Course Machine Learning Specialization Coursera's specialization offering foundational machine learning courses from Andrew Ng. https://www.coursera.org/specializations/machine-learning Online Course Entrepreneurs, Developers Paid
Tool TensorFlow An open-source library for machine learning and deep learning applications. https://www.tensorflow.org/ Framework Developers, Entrepreneurs Free
Tool Keras A high-level neural networks API, written in Python and able to run on top of TensorFlow. https://keras.io/ Framework Developers, Entrepreneurs Free
Website KDNuggets A leading site on AI, machine learning, data science, and analytics. https://www.kdnuggets.com/ Blog Entrepreneurs, Data Scientists Free
Online Community Reddit - Machine Learning A subreddit dedicated to discussions about machine learning. https://www.reddit.com/r/MachineLearning/ Forum Entrepreneurs, Students Free
Podcast Data Skeptic A podcast covering topics related to data science, machine learning, and AI. https://dataskeptic.com/ Podcast Entrepreneurs, Data Enthusiasts Free
Course AI For Everyone A non-technical introduction to AI and how it can be used in business. https://www.coursera.org/learn/ai-for-everyone Online Course Entrepreneurs Free
Book Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow A practical guide to implementing machine learning algorithms using Python. https://www.oreilly.com/library/view/hands-on-machine-learning/9781492032632/ Hands-On Manual Entrepreneurs, Data Scientists Paid
Website Analytics Vidhya A community for Data Science and Machine Learning practitioners. https://www.analyticsvidhya.com/ Community Entrepreneurs, Data Scientists Free
Tool Scikit-Learn A Python library for machine learning, providing simple and efficient tools for data mining. https://scikit-learn.org/ Library Developers, Entrepreneurs Free
Online Course Data Science MicroMasters A series of graduate-level courses for data science. https://www.edx.org/micromasters/data-science Online Course Entrepreneurs, Students Paid
Book Pattern Recognition and Machine Learning A book on pattern recognition which includes statistical methodologies. https://www.springer.com/gp/book/9780387310732 Textbook Entrepreneurs, Data Scientists Paid
Website Machine Learning Mastery A blog dedicated to making machine learning accessible for beginners. https://machinelearningmastery.com/ Blog Entrepreneurs, Beginners Free
Podcast The TWIML AI Podcast Interviews with AI and machine learning experts. https://twimlai.com/ Podcast Entrepreneurs, Data Scientists Free
Online Course Deep Learning for Business Learn how to apply deep learning to business problems. https://www.udacity.com/course/deep-learning-nanodegree--nd101 Online Course Entrepreneurs, Business Leaders Paid
Tool PyTorch An open-source machine learning library developed by Facebook that provides flexibility and ease of use. https://pytorch.org/ Framework Developers, Entrepreneurs Free
Online Resource Fast.ai A community and online platform focused on making deep learning accessible. https://www.fast.ai/ Community Entrepreneurs, Data Enthusiasts Free
Book The Hundred-Page Machine Learning Book A concise introduction to machine learning concepts and techniques. https://www.manning.com/books/the-hundred-page-machine-learning-book Textbook Entrepreneurs, Data Scientists Paid
Tool Google Cloud AI A suite of machine learning tools and services from Google Cloud. https://cloud.google.com/products/ai/ Cloud Service Businesses, Entrepreneurs Paid
Course Intro to Machine Learning with TensorFlow A Google course on TensorFlow basics for machine learning. https://www.udacity.com/course/intro-to-machine-learning-with-tensorflow--ud187 Online Course Entrepreneurs, Students Paid
Website Data Science Central A community platform for data science and machine learning. https://www.datasciencecentral.com/ Community Entrepreneurs Free
Webinar AI in Business A series of webinars focused on the impact of AI in various industries for entrepreneurs. https://rework.co/ai-in-business-webinar Webinar Entrepreneurs Free
Online Course Machine Learning A-Z: Hands-On Python & R In Data Science Comprehensive hands-on learning of machine learning for beginners. https://www.udemy.com/course/machinelearning/ Online Course Entrepreneurs, Beginners Paid
Book Artificial Intelligence: A Guide to Intelligent Systems An introduction to how to build intelligent systems using AI. https://www.pearson.com/store/p/artificial-intelligence-a-guide-to-intelligent-systems/P100000019211 Textbook Entrepreneurs, Developers Paid
Podcast The AI Alignment Podcast Conversations about AI safety and ethics, crucial for entrepreneurs. https://futureoflife.org/ai-alignment-podcast/ Podcast Entrepreneurs, Policy Makers Free
Website Google AI The official page for Google's AI research, tools, and technology. https://ai.google/ Resource Hub Entrepreneurs, Developers Free
Framework Apache Mahout A framework for building machine learning algorithms primarily for large datasets. https://mahout.apache.org/ Library Developers, Entrepreneurs Free
Course Business Applications of Machine Learning A course on specific applications of machine learning in business contexts. https://www.coursera.org/learn/business-applications-of-machine-learning Online Course Entrepreneurs, Business Students Free
Tool Weka A collection of machine learning algorithms for data mining tasks. https://www.cs.waikato.ac.nz/ml/weka/ Software Developers, Entrepreneurs Free
Website AI Weekly A weekly newsletter about the latest developments in AI and machine learning. https://www.aiweekly.co/ Newsletter Entrepreneurs, Tech Enthusiasts Free
Book Machine Learning Yearning A practical guide to machine learning projects by Andrew Ng. http://www.mlyearning.org/ Guide Entrepreneurs, Practitioners Free
Framework IBM Watson AI and machine learning tools by IBM for developers and businesses. https://www.ibm.com/watson/ Cloud Service Businesses, Developers Paid
Course Deep Learning Specialization A Coursera deep learning specialization made by Andrew Ng. https://www.coursera.org/specializations/deep-learning Online Course Entrepreneurs, Researchers Paid
Tool Microsoft Azure ML A cloud-based suite of tools for data analytics and machine learning. https://azure.microsoft.com/en-us/services/machine-learning/ Cloud Service Businesses, Entrepreneurs Paid
Podcast Talking Machines A podcast that helps listeners understand machine learning and its future. http://www.talkingmachines.fm/ Podcast Entrepreneurs, Tech Enthusiasts Free
Blog Distill.pub A website that focuses on clear explanations of machine learning concepts. https://distill.pub/ Blog Entrepreneurs, Researchers Free
Webinar Scaling Machine Learning Webinars to understand applications of machine learning in scaling businesses. https://towardsdatascience.com/scaling-machine-learning-ec1c7e7a68a Webinar Entrepreneurs, Data Scientists Free
Website OpenAI The homepage of OpenAI with resources on their work and research on AI. https://openai.com/ Resource Hub Businesses, Entrepreneurs Free
Tool H2O.ai An open-source platform for machine learning and AI applications. https://www.h2o.ai/ Platform Developers, Entrepreneurs Free
Book Bayesian Reasoning and Machine Learning Explains the concepts of Bayesian reasoning and how it's applied in machine learning. https://www.cambridge.org/core/books/bayesian-reasoning-and-machine-learning/A1C44F72A029B5A3D4E79B2DFA4EDB62 Textbook Entrepreneurs, Students Paid
Website The AI Report Providing news and contributions on AI trends and practices. https://theaipro.com/ News Site Entrepreneurs, Researchers Free
Course Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning A course to learn TensorFlow basics effectively for machine learning. https://www.coursera.org/learn/introduction-tensorflow Online Course Entrepreneurs, Beginners Free
Blog Deep Mind Blog A blog from the team at DeepMind showcasing their research in AI. https://deepmind.com/blog/ Blog Entrepreneurs, Researchers Free
Community Data Science Society An international community dedicated to promoting data science. https://datasciencesociety.net/ Community Entrepreneurs, Data Enthusiasts Free
Online Course Machine Learning Crash Course Google's free course on machine learning, great for busy entrepreneurs. https://developers.google.com/machine-learning/crash-course Online Course Entrepreneurs, Beginners Free
Podcast The AI Alignment Forum Focused discussions around AI alignment and safety. https://www.alignmentforum.org/ Podcast Entrepreneurs, Researchers Free
Tool Amazon SageMaker A fully managed service to build, train, and deploy machine learning models. https://aws.amazon.com/sagemaker/ Cloud Service Businesses, Entrepreneurs Paid
Course Data Science and Machine Learning Bootcamp with R A comprehensive bootcamp for data science and machine learning in R. https://www.udemy.com/course/data-science-and-machine-learning-bootcamp-with-r/ Online Course Entrepreneurs, Analysts Paid
Webinar Machine Learning for Entrepreneurs Webinars focused specifically on how entrepreneurs can use machine learning. https://www.meetup.com/machine-learning-for-entrepreneurs/ Webinar Entrepreneurs Free
Website StatQuest with Josh Starmer YouTube channel explaining statistical concepts and machine learning clearly. https://statquest.org/ Educational Channel Entrepreneurs, Students Free
Tool RapidMiner An open-source platform for data science and machine learning. https://rapidminer.com/ Software Developers, Entrepreneurs Free
Community Kaggle A platform for data science competitions and community interactions. https://www.kaggle.com/ Community Entrepreneurs, Data Scientists Free
Book Machine Learning: A Probabilistic Perspective An exhaustive book covering probabilistic approaches to machine learning. https://mitpress.mit.edu/books/machine-learning Textbook Entrepreneurs, Researchers Paid
Podcast The AI Alignment Podcast Explores questions about advanced artificial intelligence. https://futureoflife.org/ai-alignment-podcast/ Podcast Entrepreneurs, Researchers Free
Website AWS Machine Learning AWS resources and services focused on machine learning. https://aws.amazon.com/machine-learning/ Cloud Service Businesses, Entrepreneurs Paid
Tool MLflow An open-source platform for managing machine learning workflows. https://mlflow.org/ Software Developers, Entrepreneurs Free
Course Building AI-Enabled Applications Learn to build applications powered by AI and machine learning. https://www.linkedin.com/learning/building-ai-enabled-applications/ Online Course Entrepreneurs, Developers Free
Community Women in Machine Learning & Data Science A community supporting women in ML and data science fields. https://wimlds.org/ Community Entrepreneurs, Women in Tech Free
Book Introduction to the Theory of Computation Covers the theoretical underpinning of computation, useful for understanding ML algorithms. https://www.mitpress.mit.edu/books/introduction-theory-computation Textbook Entrepreneurs, Computer Scientists Paid
Podcast The Gradient Discussing ML research, applications, and ethics. https://thegradient.pub/ Podcast Entrepreneurs, Researchers Free
Website Machine Learning Street Talk A platform discussing machine learning and AI topics. https://www.mlstreettalk.com/ Blog Entrepreneurs, Practitioners Free
Course AI for Business Leaders Learn how to lead AI initiatives and projects in business. https://www.datacamp.com/courses/ai-for-business-leaders Online Course Entrepreneurs, Business Leaders Paid
Tool DataRobot Automated machine learning platform for building predictive models. https://www.datarobot.com/ Software Businesses, Entrepreneurs Paid
Webinar Exploring AI Opportunities in Your Business Webinars on identifying AI opportunities. https://www.coursera.org/learn/exploring-ai-opportunities Webinar Entrepreneurs, Business Leaders Free
Website AI Ethics Lab Dedicated to ethical AI development resources. https://aiethicslab.com/ Resource Hub Entrepreneurs, Developers Free
Community Data Science Professionals Networking community for data science professionals and learners. https://www.datascienceprofessionals.com/ Community Entrepreneurs, Students Free
Tool Gensim A Python library for topic modeling and document similarity analysis. https://radimrehurek.com/gensim/ Library Developers, Entrepreneurs Free
Online Course Practical Deep Learning for Coders An FSI course on practical deep learning solutions. https://course.fast.ai/ Online Course Entrepreneurs, Developers Free
Book Data Science for Business Provides a clear understanding of data science applications in business. https://www.oreilly.com/library/view/data-science-for/9781449374275/ Textbook Entrepreneurs, Managers Paid
Course The Complete Machine Learning Course with Python Comprehensive course covering ML basics to advanced topics. https://www.udemy.com/course/the-complete-machine-learning-course-with-python/ Online Course Entrepreneurs, Beginners Paid
Website AI Business News and analysis on AI trends in business. https://aibusiness.com/ Blog Entrepreneurs, Business Leaders Free
Podcast The AI Report Podcast Discussions on current AI trends and impact on business. https://aibusiness.com/podcasts/ai-report-podcast Podcast Entrepreneurs, Tech Enthusiasts Free
Tool Tableau Visualization tool that allows users to create comprehensive data views. https://www.tableau.com/ Software Businesses, Entrepreneurs Paid
Book Machine Learning for Finance An introduction to machine learning in the finance industry. https://www.apress.com/gp/book/9781484240072 Textbook Entrepreneurs, Finance Professionals Paid
Framework Caffe A deep learning framework made with expression, speed, and modularity in mind. https://caffe.berkeleyvision.org/ Framework Developers, Researchers Free
Competition Zindi A platform for data science competitions and hackathons in Africa. https://zindi.africa/ Community Entrepreneurs, Data Scientists Free
Online Course Introduction to Data Science in Python Learn data science fundamentals in Python. https://www.coursera.org/learn/python-data-science Online Course Entrepreneurs, Beginners Free
Website VentureBeat AI Insights and news on AI-related venture investments and trends. https://venturebeat.com/category/ai/ News Site Entrepreneurs, Investors Free
Toolkit OpenCV An open-source computer vision and machine learning software library. https://opencv.org/ Library Developers, Entrepreneurs Free
Course Geometric Deep Learning Learn machine learning on geometric data structures. https://www.geometricdeeplearning.com/ Online Course Entrepreneurs, Researchers Free
Blog QuantStart Covers algorithmic trading and machine learning topics and resources. https://www.quantstart.com/ Blog Entrepreneurs, Traders Free
Website Bayesian Statistics Resource on Bayesian statistics, applicable in machine learning. https://www.stat.berkeley.edu/~bda/ Resource Hub Entrepreneurs, Researchers Free
Tool Dask Flexible library for parallel computing in Python, great for machine learning tasks. https://dask.org/ Library Developers, Entrepreneurs Free
Online Course Deep Learning for Coders A practical introduction to deep learning with fastai. https://course.fast.ai/ Online Course Entrepreneurs, Programmers Free
Framework JuliaLang A high-level, high-performance programming language for technical computing. https://julialang.org/ Language Developers, Researchers Free
Journal Journal of Machine Learning Research A leading open access journal on machine learning. http://www.jmlr.org/ Research Researchers, Students Free
Webinar Emerging Trends in Machine Learning Discuss the latest trends and technologies in ML. https://towardsdatascience.com/emerging-trends-in-machine-learning-9d19444e2956 Webinar Entrepreneurs, Practitioners Free
Podcast Exploring AI Podcast discussing various applications and implications of AI technologies. https://www.exploringai.com/ Podcast Entrepreneurs, Researchers Free
Tool Numpy The foundational package for numerical computing in Python, essential for ML. https://numpy.org/ Library Developers, Entrepreneurs Free
Website AI Trends Latest news and insights on artificial intelligence advancements. https://aitrends.com/ News Site Entrepreneurs, Researchers Free
Online Course Time Series Forecasting. A guide on applying ML techniques to forecast time series data. https://www.udacity.com/course/time-series-forecasting--nd029 Online Course Entrepreneurs, Data Scientists Paid
Framework Shogun A machine learning toolbox that provides a unified interface. http://shogun.ml/ Library Developers, Entrepreneurs Free
Tool Dataiku Platform for data science and machine learning for businesses. https://www.dataiku.com/ Cloud Service Businesses, Entrepreneurs Paid
Blog Two Minute Papers Brief summaries of the newest AI and machine learning research papers. https://www.twominutepapers.com/ Blog Entrepreneurs, Researchers Free
Website Machine Learning for Everyone A resource for non-technical users to learn about ML applications. https://ganbatte.earth/ Blog Entrepreneurs, Beginners Free
Course Developing AI Applications on Azure Creating applications using AI services on Azure. https://www.edx.org/course/developing-ai-applications-on-azure Online Course Entrepreneurs, Developers Paid
Podcast The AI Alignment Forum Podcast Discussions on AI alignment research and safety. https://alignmentforum.org/ Podcast Entrepreneurs, Researchers Free
Tutorial Kaggle Kernels Hands-on tutorials focused on machine learning and data science. https://www.kaggle.com/kernels Tutorial Data Scientists, Entrepreneurs Free
Tool Cortex Open-source platform for deploying machine learning models in production. https://cortex.dev/ Software Developers, Entrepreneurs Free
Webinar AI for Everyone - Applications in Business How businesses can leverage AI technologies. https://www.learnAI.com/ai-business-webinar Webinar Entrepreneurs, Business Leaders Free
Book Applied Predictive Modeling A practical introduction to predictive modeling. https://www.springer.com/gp/book/9781461468486 Textbook Entrepreneurs, Data Scientists Paid
Course Introduction to Artificial Intelligence (AI) A primer on AI concepts and applications for beginners. https://www.coursera.org/learn/introduction-to-ai Online Course Entrepreneurs, Beginners Free
Tool Google Colab A cloud service that allows you to run your Jupyter notebooks in the cloud for free. https://colab.research.google.com/ Cloud Service Developers, Students Free
Framework Gradio A Python library for creating UIs for machine learning models. https://gradio.app/ Library Developers, Entrepreneurs Free
Blog AI & Society Explores the intersection of AI, technology, and society. https://link.springer.com/journal/10209 Blog Researchers, Entrepreneurs Free
Website AI in Healthcare Resources and news about the applications of AI in healthcare. https://aiin.healthcare/ Blog Entrepreneurs, Healthcare Providers Free
Podcast AI Today Podcast Explores real-world AI applications across various industries. https://www.predictiveanalyticsworld.com/podcast/ Podcast Entrepreneurs, Business Leaders Free
Community Data Science for Social Good A community focused on applying data science for social benefit. https://dssgfellowship.org/ Community Entrepreneurs, Philanthropists Free
Course Advanced Machine Learning Specialization Specialization focused on cutting-edge machine learning techniques. https://www.coursera.org/specializations/aml Online Course Entrepreneurs, Technologists Paid
Framework Scikit-Multiflow Open-source library for streaming machine learning. https://scikit-multiflow.readthedocs.io/en/latest/ Library Developers, Entrepreneurs Free
Website The AI Fund Educational resources focused on AI innovations. https://aifund.org/ Resource Hub Entrepreneurs, Students Free
Book Machine Learning for Dummies A beginner-friendly guide to understanding machine learning. https://www.dummies.com/book/machine-learning-for-dummies-282672/ Textbook Entrepreneurs, Beginners Paid
Tool Alteryx End-to-end data analytics platform. https://www.alteryx.com/ Software Businesses, Entrepreneurs Paid
Online Course Data Science Ecosystem A course exploring the tools and technologies of data science. https://www.coursera.org/learn/data-science-ecosystem Online Course Entrepreneurs, Data Scientists Free
Podcast AI and You Exploring the future of AI and its impact on humanity. https://aiandyou.com/ Podcast Entrepreneurs, Public Free
Webinar Using AI for Business Growth How AI can drive growth in small and large businesses. https://www.businessgrowthai.com/webinar Webinar Entrepreneurs, Business Leaders Free
Framework Chainer A powerful framework for deep learning built on dynamic computation graphs. https://chainer.org/ Library Developers, Researchers Free
Article The Importance of Ethics in AI An article discussing the ethical implications of AI in business. https://hbr.org/2021/10/the-importance-of-ethics-in-ai Article Entrepreneurs, Business Leaders Free
Community PyData Community for users and developers of data analysis tools in Python. https://pydata.org/ Community Entrepreneurs, Data Scientists Free
Course Artificial Intelligence: Principles and Techniques A comprehensive introduction to AI principles and applications. https://www.edx.org/course/artificial-intelligence-principles-and-techniques Online Course Entrepreneurs, Students Paid
Tool Featuretools A library for automated feature engineering in machine learning. https://featuretools.org/ Library Developers, Entrepreneurs Free
Website AI Watch A European platform for monitoring and analyzing AI developments. https://ai-watch.ec.europa.eu/ Resource Hub Entrepreneurs, Researchers Free
Book Elements of Statistical Learning Advanced techniques and statistical learning methods. https://web.stanford.edu/~hastie/ElemStatLearn/ Textbook Entrepreneurs, Researchers Free
Webinar Unlocking AI - Opportunities for Small Businesses Webinar discussing AI opportunities for small entrepreneurs. https://www.smallbusiness.ai/webinar Webinar Entrepreneurs, Small Businesses Free
Podcast AI Exponential Exploring the exponential impact of AI on business and society. https://aiexponential.com/ Podcast Entrepreneurs, Business Leaders Free
Online Course Introduction to Machine Learning with Python Basic concepts and techniques of ML using Python. https://www.udacity.com/course/introduction-to-machine-learning-nanodegree--nd229 Online Course Entrepreneurs, Beginners Paid
Blog AI and Machine Learning Innovation Latest innovations in AI and machine learning practices. https://aileaders.com/ Blog Entrepreneurs, Innovators Free
Article The Rise of AI in Business An in-depth analysis of AI's role in transforming business models. https://hbr.org/2020/01/the-rise-of-ai-in-business Article Entrepreneurs, Business Professionals Free
Framework MXNet A flexible and efficient deep learning framework that supports multiple languages. https://mxnet.apache.org/ Library Developers, Researchers Free
Community Deep Learning AI A community founded by Andrew Ng for advocating deep learning education. https://www.deeplearning.ai/ Community Entrepreneurs, Data Scientists Free
Course Building Data Science Applications Learn how to build data science-driven applications. https://www.coursera.org/learn/data-science-applications Online Course Entrepreneurs, Developers Paid
Webinar AI in Marketing Discuss how AI is transforming marketing strategies. https://www.marketingaiinstitute.com/webinars Webinar Entrepreneurs, Marketers Free