Machine Learning Archive is a resource for information related to machine learning and deep learning, providing articles and insights on various topics within these fields.

Machine Learning Archive

MobiDev specializes in custom software development and offers services such as app modernization, AI consulting, and mobile app development. The company is self-described as having extensive engineering and domain expertise to drive digital transformation.

MobiDev

Hugging Face, Inc. is a French-American company based in New York City that develops computer tools for building applications using machine learning. It is most notable for its transformers library built for natural language processing applications and its platform that allows users to share machine learning models and datasets and showcase their work.

Thomas Wolf

Clem Delangue

Julien Chaumond

Gaspar Cavaignac

Hugging Face, Inc.

Altair Engineering Inc., together with its subsidiaries, provides software and cloud solutions in the areas of simulation, high-performance computing, data analytics, and artificial intelligence worldwide. The company operates in two segments, Software and Client Engineering Services. The Software segment includes solvers and optimization technology products, high-performance computing software applications and hardware products, modeling and visualization tools, data analytics and analysis products, and Internet of Things platform and analytics tools, as well as support and the complementary software products. This segment also offers software technologies in the areas of computational fluid dynamics and fatigue, manufacturing process simulation, and cost estimation for the applications in marine, motorcycle, aerospace, chemical, and architecture industries; and software-related services, such as consulting, implementation, and training services that focuses on the product design and development expertise and analysis from the component level up to complete product engineering at various stage of the lifecycle. The Client Engineering Services segment provides client engineering services. In addition, the company is involved in the development and sale of solid state lighting technology along with communication and control protocols based on its intellectual property for the direct replacement of fluorescent light tubes with LED lamps. Its integrated suite of software optimizes design performance across various disciplines, including structures, motion, fluids, thermal management, electromagnetics, system modeling, and embedded systems. The company's customers include universities, government agencies, manufacturers, pharmaceutical firms, banking, financial services, and insurance, weather prediction agencies, and electronics design companies. Altair Engineering Inc. was incorporated in 1985 and is headquartered in Troy, Michigan.

Metric
Company Name	Machine Learning Archive	MobiDev	Hugging Face, Inc.	Altair Engineering Inc.
Symbol				ALTR
MSH ID	COM:MLARCHIVE	BIZ:MOBIDEV	CO:HUGGINGFACE	COM:ALTAIR
Market	PRIVATE	PRIVATE	PRIVATE	STOCKS
Sector	Technology	Technology	Technology	Technology
Industry	Information Technology	Software Development	Artificial intelligence, machine learning, software development	Software - Infrastructure
Country	US	US		US
Stage			Series
Employee Count			291	3.40K
Website	mlarchive.com	mobidev.biz	huggingface.co	altair.com
LinkedIn			huggingface
Founders

Metric
Market Cap	1.60B	8.19B
Enterprise Value
Monthly Web Traffic	31.48M
Web Traffic Growth	0.13
Valuation
Raised Capital

Metric
Revenue				612.70M
Revenue (LTM)
Revenue (NTM)
Gross Profit				490.91M
EBITDA				56.22M
Operating Income				243K
Net Income				-8.93M
EPS				-0.11
Diluted EPS				-0.11
Revenue 2022
Revenue 2023
Revenue 2024
Revenue 2025
Revenue 2026

Metric
Revenue Growth (LTM)
Revenue Growth (NTM)
Gross Profit Growth (LTM)
EBITDA Growth (LTM)
Net Income Growth (LTM)
14-Day Growth Score
28-Day Growth Score
90-Day Growth Score
365-Day Growth Score

Metric
Gross Profit Margin				0.81
Operating Profit Margin				0.03
EBITDA Margin				0.09
Net Profit Margin				0.04
Return on Equity				0.04
Return on Assets				0.02
Return on Capital Employed				0.02

COM:MLARCHIVE

Machine Learning Archive

Company Overview

Market Metrics

Financial Performance

Growth Metrics

Profitability Ratios

Valuation Multiples

Operational Metrics

Cash Flow Metrics

Balance Sheet Metrics

Efficiency Metrics

Metric
P/E Ratio				-422.92
P/B Ratio				11.03
Revenue Multiple (LTM)
Revenue Multiple (NTM)
EBITDA Multiple (LTM)
EBITDA Multiple (NTM)
Price to Sales Ratio				13.43
EV Multiple				137.96

Metric
Days Sales Outstanding				81.45
Days Payables Outstanding				14.89
Days Inventory Outstanding				0.00
Operating Cycle				123.38
Cash Conversion Cycle				96.42
Asset Turnover				0.47

Metric
Operating Cash Flow				127.31M
Free Cash Flow				117.11M
Cash Flow to Debt				0.60
Operating Cash Flow/Sales				0.23
Free Cash Flow Yield				0.02

Metric
Cash & Equivalents				467.46M
Accounts Receivable				-19.14M
Inventory
Goodwill				458.13M
Debt to Capitalization				0.32
Debt to Assets				0.27
Current Ratio				1.99
Quick Ratio				3.11

Metric
Rule of 40 (LTM)
Rule of 40 (NTM)
Stock Comp to Revenue				0.15
R&D to Revenue				0.35
SG&A to Revenue				0.14