Best Machine Learning Software - Page 45

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 991

Category Stats (Sep 2026)

  • Average Rating: 4.33/5 (↓0.01 vs Aug 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Fireworks AI (+6.25%) - Among all products in this category, Fireworks AI recorded the largest rating increase compared to last month

Last updated: September 01, 2026

How Does G2 Rank Machine Learning Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 14,000+ Authentic Reviews
  • 991+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Machine Learning Software

G2 Grid® for Machine Learning Software plotting products by satisfaction and market presence

Highlighted products: Gemini Enterprise Agent Platform, SAS Viya, IBM watsonx.ai, Azure OpenAI Service, Alteryx, Amazon Personalize, Google Cloud TPU, and Dataiku.

Underlying data: [Grid® JSON](https://www.g2.com/categories/machine-learning/grids.json?focus%5B%5D=gemini-enterprise-agent-platform&focus%5B%5D=sas-sas-viya&focus%5B%5D=ibm-watsonx-ai&focus%5B%5D=azure-openai-service&focus%5B%5D=alteryx&focus%5B%5D=amazon-personalize&focus%5B%5D=google-cloud-tpu&focus%5B%5D=dataiku)

MouseCat

MouseCat is an AI-powered fraud investigation platform designed to emulate the analytical capabilities of top human analysts. It automates the research process into users and businesses, reasons across disparate data sources, and provides complete audit logs with explainable decisions. By transforming investigative findings into actionable features, rules, and improved decision-making processes, MouseCat enhances the efficiency and effectiveness of risk teams. Key Features and Functionality: - Automated Research: Conducts in-depth investigations into users and businesses, automating the research process to scale manual fraud investigations. - Data Integration: Connects to platforms like Databricks and Snowflake, working seamlessly with in-house rule engines and feature stores to understand existing risk signals. - Feature Engineering: Extracts intelligent features from unstructured data, enabling the automatic exploration and backtesting of new features and rules. - Synthetic Label Generation: Creates synthetic labels to identify fraudulent activities before ground-truth labels are available, aiding in proactive fraud detection. - Explainable Decisions: Provides complete audit logs and deterministic back-tests, ensuring transparency and accountability in decision-making processes. Primary Value and Problem Solved: MouseCat addresses the limitations of traditional AI tools that often stop at summarizing alerts and providing recommendations. By closing the loop from investigation to production rules, models, and decisions, MouseCat enables risk teams to take end-to-end actions. It automates manual fraud investigations, reduces the need for manual reviews, and accelerates fraud mitigation efforts. This comprehensive approach allows organizations to proactively discover and address anomalies, generate high-precision rules, and build better models, ultimately enhancing their fraud detection and prevention capabilities.

Who Is the Company Behind MouseCat?

MyFinB

Who Is the Company Behind MyFinB?

Mymapleadvisor

MAPLE is an AI-powered financial advisor designed to provide personalized investment advice and wealth management solutions. Developed by financial experts, it offers tailored recommendations to help users achieve their financial goals. MAPLE's proprietary AI engine continuously analyzes portfolios, delivering timely insights and critical alerts to optimize wealth. Key Features and Functionality: - Supercharged Personal Advice: Offers specific, personalized financial recommendations to optimize portfolios. - AI Wealth Management: Utilizes advanced tools to assist in building and managing wealth, aligning with individual goals. - Continuous Analysis: Provides ongoing monitoring and optimization of financial assets, ensuring alignment with objectives. - MAPLE X-Ray: Delivers comprehensive financial checkups, including exposure review, risk assessment, cash optimization, debt analysis, and retirement readiness. - Privacy and Security: Ensures data protection through multifactor authentication, point-to-point encryption, and adherence to SOC2 compliance standards. Primary Value and User Solutions: MAPLE democratizes access to high-quality financial advice, traditionally available only to affluent individuals. By leveraging AI, it provides personalized, actionable insights, enabling users to make informed decisions and achieve financial goals. Its commitment to privacy and security ensures user data remains confidential, fostering trust and reliability.

Who Is the Company Behind Mymapleadvisor?

  • Seller: Maple
  • Year Founded: 2022
  • HQ Location: New York Metropolitan Area, US
  • LinkedIn® Page: www.linkedin.com
    26 employees on LinkedIn®

Myriad AI

Who Is the Company Behind Myriad AI?

  • Seller: Myriad AI
  • Year Founded: 2023
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    36 employees on LinkedIn®

Mythic AI

Mythic AI specializes in delivering power-efficient, high-performance AI inference solutions through its innovative Analog Matrix Processor (AMP) technology. By integrating analog compute-in-memory architecture, Mythic's products offer substantial improvements in energy efficiency and computational power, making them ideal for edge AI applications across various industries. Key Features and Functionality: - Analog Compute-in-Memory Architecture: Combines storage and processing within the same unit, eliminating memory bottlenecks and enhancing performance. - Scalable Performance: The M1076 AMP delivers up to 25 TOPS in a single chip, with configurations scaling up to 400 TOPS using multiple chips. - Low Power Consumption: Operates within a 3W power envelope per chip, significantly reducing energy usage compared to traditional digital processors. - Compact Form Factors: Available in standalone processors and M.2 card formats, facilitating easy integration into various edge devices. - Broad Framework Support: Compatible with standard AI frameworks like PyTorch, TensorFlow, and Caffe, streamlining the development process. Primary Value and Problem Solved: Mythic AI addresses the critical challenges of deploying AI at the edge by providing solutions that combine high computational performance with low power consumption and compact design. This enables the implementation of advanced AI capabilities in devices constrained by size, power, and thermal limitations, such as smart home appliances, industrial machines, drones, and AR/VR systems. By overcoming these barriers, Mythic AI empowers developers to create more efficient, responsive, and intelligent edge applications.

Who Is the Company Behind Mythic AI?

Naska.ai

Who Is the Company Behind Naska.ai?

  • Seller: Naska.ai
  • Year Founded: 2016
  • HQ Location: Barcelona, ES
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

nBrain

Who Is the Company Behind nBrain?

  • Seller: nBrain
  • Year Founded: 2022
  • HQ Location: CARSLBAD, US
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Nearlearn

NearLearn is a premier technical training institute based in Bangalore, specializing in cutting-edge technologies such as Machine Learning, Artificial Intelligence, Data Science, Blockchain, and Deep Learning. With a mission to bridge the gap between academic learning and industry requirements, NearLearn offers comprehensive courses designed by industry veterans to equip learners with practical skills and theoretical knowledge. Their curriculum seamlessly blends foundational concepts with hands-on applications, ensuring that students are well-prepared to tackle real-world challenges. Flexible learning options, including classroom training, online sessions, corporate training, and self-paced learning, cater to diverse learning preferences and schedules. Key Features and Functionality: - Expert-Designed Curriculum: Courses are crafted by seasoned professionals to align with current industry standards and demands. - Hands-On Learning: Emphasis on practical experience through interactive sessions, real-world case studies, and live projects. - Flexible Training Formats: Offers classroom, online, corporate, and self-paced learning options to suit various needs. - Comprehensive Support: Provides 24/7 access to learning materials, unlimited doubt-clarification sessions, and ongoing mentorship. - Career Assistance: Includes resume building, interview scheduling, and connections with industry partners to facilitate job placements. Primary Value and Solutions Provided: NearLearn addresses the critical need for industry-relevant technical education by offering courses that are both comprehensive and practical. By focusing on in-demand technologies and providing flexible learning options, NearLearn empowers individuals to advance their careers and meet the evolving demands of the tech industry. Their hands-on approach ensures that learners not only understand theoretical concepts but can also apply them effectively in real-world scenarios, thereby enhancing employability and professional growth.

Who Is the Company Behind Nearlearn?

  • Seller: NearLearn
  • Year Founded: 2016
  • HQ Location: Bangalore, IN
  • LinkedIn® Page: www.linkedin.com
    26 employees on LinkedIn®

Nebulock

Nebulock operates as an AI-driven threat hunting platform.

Who Is the Company Behind Nebulock?

Neterium

Who Is the Company Behind Neterium?

  • Seller: Neterium
  • Year Founded: 2017
  • HQ Location: Louvain-la-Neuve, BE
  • LinkedIn® Page: www.linkedin.com
    27 employees on LinkedIn®
Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026