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WHAT WE OFFER
We aim for business outcomes, transparency, and simplicity from the very beginning of development, finding the technology as a way to reach the goal, not as the INSIGHTS - SIGMOIDAL Insights. Artificial Intelligence (AI), machine learning, and deep learning are taking the healthcare industry by storm. They are not pie in the sky technologies any longer; they are practical tools that can help companies optimize their service provision, improve the standardof
AI SOLUTIONS AGAINST BIAS AND DISCRIMINATION 8 MACHINE LEARNING TERMS EVERY MANAGER SHOULD KNOW The visualization of the MNIST dataset using a mixture of t-SNE and Jonker-Volgenant algorithms. t-SNE is a popular dimensionality reduction algorithm, allowing to “compress” the representation of data for better visualization or processing.. 3. Computer Vision . Computer Vision (CV) is a field of Artificial Intelligence concerned with providing tools for analysis and high-level HOW TO AUTOMATICALLY FILL PDF FORMS USING PYTHON AND PDFRWSEE MORE ONSIGMOIDAL.IO
DEEP LEARNING CHATBOT Deep Learning chatbot - analysis and implementation. If you have a business with a heavy customer service demand, and you want to make your process more efficient, it's time to think about introducing chatbots. In this blog post, we'll cover some standard methods for implementing chatbots that can be used by any B2C business. RECOMMENDATION SYSTEMS SSLFORFREE - SETTING UP SSL WITH NGINX AND LETSENCRYPTSEE MORE ONSIGMOIDAL.IO
WHAT IS NATURAL LANGUAGE PROCESSING (NLP)?DOCKER SWARM
Docker swarm is a quite new addition to Docker (from version 1.12). It's designed to easily manage container scheduling over multiple hosts, using Docker CLI. Main point: It allows to connect multiple hosts with Docker together. It's relatively simple.WHAT WE OFFER
We aim for business outcomes, transparency, and simplicity from the very beginning of development, finding the technology as a way to reach the goal, not as the INSIGHTS - SIGMOIDAL Insights. Artificial Intelligence (AI), machine learning, and deep learning are taking the healthcare industry by storm. They are not pie in the sky technologies any longer; they are practical tools that can help companies optimize their service provision, improve the standardof
AI SOLUTIONS AGAINST BIAS AND DISCRIMINATION 8 MACHINE LEARNING TERMS EVERY MANAGER SHOULD KNOW The visualization of the MNIST dataset using a mixture of t-SNE and Jonker-Volgenant algorithms. t-SNE is a popular dimensionality reduction algorithm, allowing to “compress” the representation of data for better visualization or processing.. 3. Computer Vision . Computer Vision (CV) is a field of Artificial Intelligence concerned with providing tools for analysis and high-level HOW TO AUTOMATICALLY FILL PDF FORMS USING PYTHON AND PDFRWSEE MORE ONSIGMOIDAL.IO
DEEP LEARNING CHATBOT Deep Learning chatbot - analysis and implementation. If you have a business with a heavy customer service demand, and you want to make your process more efficient, it's time to think about introducing chatbots. In this blog post, we'll cover some standard methods for implementing chatbots that can be used by any B2C business. RECOMMENDATION SYSTEMS SSLFORFREE - SETTING UP SSL WITH NGINX AND LETSENCRYPTSEE MORE ONSIGMOIDAL.IO
WHAT IS NATURAL LANGUAGE PROCESSING (NLP)?DOCKER SWARM
Docker swarm is a quite new addition to Docker (from version 1.12). It's designed to easily manage container scheduling over multiple hosts, using Docker CLI. Main point: It allows to connect multiple hosts with Docker together. It's relatively simple.COMPANY - SIGMOIDAL
Company Overview. Five years on the market with numerous successful AI and RPA projects for medium-sized and large enterprises (i.a. Novartis, BP, Baillie Gifford, Infineon). Headquartered in Europe (Warsaw, Poland). Branch office in North America (New York, US).WHAT WE OFFER
We aim for business outcomes, transparency, and simplicity from the very beginning of development, finding the technology as a way to reach the goal, not as the INSIGHTS - SIGMOIDAL Insights. Artificial Intelligence (AI), machine learning, and deep learning are taking the healthcare industry by storm. They are not pie in the sky technologies any longer; they are practical tools that can help companies optimize their service provision, improve the standardof
8 MACHINE LEARNING TERMS EVERY MANAGER SHOULD KNOW The visualization of the MNIST dataset using a mixture of t-SNE and Jonker-Volgenant algorithms. t-SNE is a popular dimensionality reduction algorithm, allowing to “compress” the representation of data for better visualization or processing.. 3. Computer Vision . Computer Vision (CV) is a field of Artificial Intelligence concerned with providing tools for analysis and high-level NATURAL LANGUAGE PROCESSING ALGORITHMS (NLP AI) Before Deep Learning Era. Back in the days before the era — when a Neural Network was more of a scary, enigmatic mathematical curiosity than a powerful or tool — there were surprisingly many relatively successful applications of classical mining algorithms in the Natural Language Processing (NLP) domain. It seemed that problems like spam filtering or part of speech tagging could be solved ML & PREDICTIVE ANALYTICS FOR SUPPLIER SELECTION The big picture here was to leverage machine learning to make the supplier selection process more predictable and intelligible. We created a platform providing the best scenarios for supplier selection and risk management, based on parameters that our client found the most important, such as product price or lead time.The solution serves as an augmentation of the whole process with a final ELASTICSEARCH: 10 ADVICES TO GET STARTED Elasticsearch: 10 Advices to Get Started. We have recently finished an innovative, data-driven project based on Elasticsearch. The aim was to find similarities between objects across sets. Sets were static, although they were a decent size (90+ million records) and there was a requirement that search was fast (nearly instant) - so ElasticsearchAI IN PHARMA
Challenge. Although the safety of drugs is tested during clinical trials, many adverse drug reactions (ADR) may only be revealed under certain circumstances, for instance: long-term use, when used in conjunction with other drugs or by people excluded from trials, such as children or pregnant women. Nowadays consumers often report their WHERE SYNTAX ENDS AND SEMANTICS BEGIN. WHY SHOULD WE CARE Where Syntax Ends and Semantics Begin. Why should we care? The relation between syntax (how words are structured in a sentence) and semantics (how words contribute to the meaning of a sentence) is a long-standing open question in linguistics. It happens, however, to have practical consequences for NLP. ADDITIVE ATTENTION IN PYTORCH Additive attention in PyTorch - Implementation. Attention mechanisms revolutionized machine learning in applications ranging from NLP through computer vision to reinforcement learning. Attention is the key innovation behind the recent success of Transformer-based language models such as BERT. 1 In this blog post, I will look at a firstinstance
AI & MACHINE LEARNING CONSULTING Sigmoidal is an AI & Machine Learning Consulting services for enterprises. Automate up to 70% of work using Artificial Intelligencewith clear ROI.
WHAT WE OFFER
We aim for business outcomes, transparency, and simplicity from the very beginning of development, finding the technology as a way to reach the goal, not as theCOMPANY - SIGMOIDAL
Artificial Intelligence (AI), machine learning, and deep learning are taking the healthcare industry by storm. They are not pie in the sky technologies any longer; they are practical tools that can help companies optimize their service provision, improve the standard of DEEP LEARNING CHATBOT Sigmoidal LLC – USA 757 3rd Ave 20th Floor New York, NY 10017 Sigmoidal LLC – Europe Okrzei 1a floor 10 Warsaw, Poland AI SOLUTIONS AGAINST BIAS AND DISCRIMINATION HOW TO AUTOMATICALLY FILL PDF FORMS USING PYTHON AND PDFRWSEE MORE ONSIGMOIDAL.IO
MACHINE LEARNING FOR TRADING Source: Eurekahedge. Takeaways: AI/Machine Learning hedge funds have outperformed the average global hedge fund for all years excluding 2012. Barring 2011 and 2014, returns for AI/Machine Learning hedge funds have outpaced those for traditional CTA/managed futures strategies while underperforming systematic trend following strategies only for the year 2014 when the latter realizedDOCKER SWARM
I can rollback to previous versions using web UI, even on mobile. And I love it! This is my experience working with Docker Swarm. I've considered other options, but in my opinion, it's currently the best choice if you just want to scale dockerized application to multiplehosts.
HOW DOES ALPHAGO WORK? POWER OF REINFORCEMENT LEARNING In October 2015, AlphaGo, an AI-powered system, beat Mr. Fan Hui, the reigning 3-times European Champion of the complex boardgame Go, by 5 points to 0.It was the first time an AI conquered a human in such asophisticated game.
WHAT IS NATURAL LANGUAGE PROCESSING (NLP)? AI & MACHINE LEARNING CONSULTING Sigmoidal is an AI & Machine Learning Consulting services for enterprises. Automate up to 70% of work using Artificial Intelligencewith clear ROI.
WHAT WE OFFER
We aim for business outcomes, transparency, and simplicity from the very beginning of development, finding the technology as a way to reach the goal, not as theCOMPANY - SIGMOIDAL
Artificial Intelligence (AI), machine learning, and deep learning are taking the healthcare industry by storm. They are not pie in the sky technologies any longer; they are practical tools that can help companies optimize their service provision, improve the standard of DEEP LEARNING CHATBOT Sigmoidal LLC – USA 757 3rd Ave 20th Floor New York, NY 10017 Sigmoidal LLC – Europe Okrzei 1a floor 10 Warsaw, Poland AI SOLUTIONS AGAINST BIAS AND DISCRIMINATION HOW TO AUTOMATICALLY FILL PDF FORMS USING PYTHON AND PDFRWSEE MORE ONSIGMOIDAL.IO
MACHINE LEARNING FOR TRADING Source: Eurekahedge. Takeaways: AI/Machine Learning hedge funds have outperformed the average global hedge fund for all years excluding 2012. Barring 2011 and 2014, returns for AI/Machine Learning hedge funds have outpaced those for traditional CTA/managed futures strategies while underperforming systematic trend following strategies only for the year 2014 when the latter realizedDOCKER SWARM
I can rollback to previous versions using web UI, even on mobile. And I love it! This is my experience working with Docker Swarm. I've considered other options, but in my opinion, it's currently the best choice if you just want to scale dockerized application to multiplehosts.
HOW DOES ALPHAGO WORK? POWER OF REINFORCEMENT LEARNING In October 2015, AlphaGo, an AI-powered system, beat Mr. Fan Hui, the reigning 3-times European Champion of the complex boardgame Go, by 5 points to 0.It was the first time an AI conquered a human in such asophisticated game.
WHAT IS NATURAL LANGUAGE PROCESSING (NLP)? AI & MACHINE LEARNING CONSULTING Sigmoidal is an AI & Machine Learning Consulting services for enterprises. Automate up to 70% of work using Artificial Intelligencewith clear ROI.
WHAT WE OFFER
We aim for business outcomes, transparency, and simplicity from the very beginning of development, finding the technology as a way to reach the goal, not as theCOMPANY - SIGMOIDAL
Artificial Intelligence (AI), machine learning, and deep learning are taking the healthcare industry by storm. They are not pie in the sky technologies any longer; they are practical tools that can help companies optimize their service provision, improve the standard of INSIGHTS - SIGMOIDAL Artificial Intelligence (AI), machine learning, and deep learning are taking the healthcare industry by storm. They are not pie in the sky technologies any longer; they are practical tools that can help companies optimize their service provision, improve the standard of 8 MACHINE LEARNING TERMS EVERY MANAGER SHOULD KNOW The visualization of the MNIST dataset using a mixture of t-SNE and Jonker-Volgenant algorithms. t-SNE is a popular dimensionality reduction algorithm, allowing to “compress” the representation of data for better visualization or processing.. 3. Computer Vision . Computer Vision (CV) is a field of Artificial Intelligence concerned with providing tools for analysis and high-level AI IN FINANCE: NEW APPLICATIONS FOR HIGH ROI IN 2020 Artificial intelligence (AI) in finance is taking the industry by storm. According to the 2020 Business Insider Intelligence report, 75% of respondents at banks with over $100 billion in assets say they’re currently implementing AI strategies, compared with 46% at banks with less than $100 billion in assets.The size of the cost savings opportunity is $199B for front office (conversational NATURAL LANGUAGE PROCESSING ALGORITHMS (NLP AI) Before Deep Learning Era. Back in the days before the era — when a Neural Network was more of a scary, enigmatic mathematical curiosity than a powerful or tool — there were surprisingly many relatively successful applications of classical mining algorithms in the Natural Language Processing (NLP) domain. It seemed that problems like spam filtering or part of speech tagging could be solved SSLFORFREE - SETTING UP SSL WITH NGINX AND LETSENCRYPT Now we need to prove that we own selected domains. We can do it in multiple ways, but probably the most straightforward one is to upload provided files to our website. ONLINE WORD2VEC FOR GENSIM Word2Vec is a technique for creating vectors of word representations to capture the syntax and semantics of words. The vectors used to represent the words have several interesting features. Here are a few: Addition and subtraction of vectors show how word semantics are captured: e.g. king - man + woman = queen.This example captures the fact that the semantics of king and queen WHERE SYNTAX ENDS AND SEMANTICS BEGIN. WHY SHOULD WE CARE The relation between syntax (how words are structured in a sentence) and semantics (how words contribute to the meaning of a sentence) is a long-standing open question in linguistics. AI & MACHINE LEARNING CONSULTING Sigmoidal is an AI & Machine Learning Consulting services for enterprises. Automate up to 70% of work using Artificial Intelligencewith clear ROI.
COMPANY - SIGMOIDAL
Company Overview. Five years on the market with numerous successful AI and RPA projects for medium-sized and large enterprises (i.a. Novartis, BP, Baillie Gifford, Infineon). Headquartered in Europe (Warsaw, Poland). Branch office in North America (New York, US). AI SOLUTIONS AGAINST BIAS AND DISCRIMINATION HOW TO AUTOMATICALLY FILL PDF FORMS USING PYTHON AND PDFRWSEE MORE ONSIGMOIDAL.IO
MACHINE LEARNING FOR TRADING Machine Learning involves feeding an algorithm data samples, usually derived from historical prices. The data samples consist of variables called predictors, as well as a target variable, which is the expected outcome. The algorithm learns to use the predictor variables to DEEP LEARNING CHATBOT Deep Learning chatbot - analysis and implementation. If you have a business with a heavy customer service demand, and you want to make your process more efficient, it's time to think about introducing chatbots. In this blog post, we'll cover some standard methods for implementing chatbots that can be used by any B2C business.DOCKER SWARM
Docker swarm is a quite new addition to Docker (from version 1.12). It's designed to easily manage container scheduling over multiple hosts, using Docker CLI. Main point: It allows to connect multiple hosts with Docker together. It's relatively simple. WHAT IS NATURAL LANGUAGE PROCESSING (NLP)? RECOMMENDATION SYSTEMS HOW DOES ALPHAGO WORK? POWER OF REINFORCEMENT LEARNING The game of Go. Go is an abstract strategy board game for two players invented in ancient China more than 2,500 years ago. Its aim is to use "stones" (black or white) to surround more territory than the opponent. The rules of the game are very simple. However, the variations of the placements of the stones outnumber the total numberof atoms in
AI & MACHINE LEARNING CONSULTING Sigmoidal is an AI & Machine Learning Consulting services for enterprises. Automate up to 70% of work using Artificial Intelligencewith clear ROI.
COMPANY - SIGMOIDAL
Company Overview. Five years on the market with numerous successful AI and RPA projects for medium-sized and large enterprises (i.a. Novartis, BP, Baillie Gifford, Infineon). Headquartered in Europe (Warsaw, Poland). Branch office in North America (New York, US). AI SOLUTIONS AGAINST BIAS AND DISCRIMINATION HOW TO AUTOMATICALLY FILL PDF FORMS USING PYTHON AND PDFRWSEE MORE ONSIGMOIDAL.IO
MACHINE LEARNING FOR TRADING Machine Learning involves feeding an algorithm data samples, usually derived from historical prices. The data samples consist of variables called predictors, as well as a target variable, which is the expected outcome. The algorithm learns to use the predictor variables to DEEP LEARNING CHATBOT Deep Learning chatbot - analysis and implementation. If you have a business with a heavy customer service demand, and you want to make your process more efficient, it's time to think about introducing chatbots. In this blog post, we'll cover some standard methods for implementing chatbots that can be used by any B2C business.DOCKER SWARM
Docker swarm is a quite new addition to Docker (from version 1.12). It's designed to easily manage container scheduling over multiple hosts, using Docker CLI. Main point: It allows to connect multiple hosts with Docker together. It's relatively simple. WHAT IS NATURAL LANGUAGE PROCESSING (NLP)? RECOMMENDATION SYSTEMS HOW DOES ALPHAGO WORK? POWER OF REINFORCEMENT LEARNING The game of Go. Go is an abstract strategy board game for two players invented in ancient China more than 2,500 years ago. Its aim is to use "stones" (black or white) to surround more territory than the opponent. The rules of the game are very simple. However, the variations of the placements of the stones outnumber the total numberof atoms in
AI & MACHINE LEARNING CONSULTING Sigmoidal is an AI & Machine Learning Consulting services for enterprises. Automate up to 70% of work using Artificial Intelligencewith clear ROI.
COMPANY - SIGMOIDAL
Company Overview. Five years on the market with numerous successful AI and RPA projects for medium-sized and large enterprises (i.a. Novartis, BP, Baillie Gifford, Infineon). Headquartered in Europe (Warsaw, Poland). Branch office in North America (New York, US).WHAT WE OFFER
We aim for business outcomes, transparency, and simplicity from the very beginning of development, finding the technology as a way to reach the goal, not as the INSIGHTS - SIGMOIDAL Insights. Artificial Intelligence (AI), machine learning, and deep learning are taking the healthcare industry by storm. They are not pie in the sky technologies any longer; they are practical tools that can help companies optimize their service provision, improve the standardof
8 MACHINE LEARNING TERMS EVERY MANAGER SHOULD KNOW The visualization of the MNIST dataset using a mixture of t-SNE and Jonker-Volgenant algorithms. t-SNE is a popular dimensionality reduction algorithm, allowing to “compress” the representation of data for better visualization or processing.. 3. Computer Vision . Computer Vision (CV) is a field of Artificial Intelligence concerned with providing tools for analysis and high-level AI IN FINANCE: NEW APPLICATIONS FOR HIGH ROI IN 2020 Artificial intelligence (AI) in finance is taking the industry by storm. According to the 2020 Business Insider Intelligence report, 75% of respondents at banks with over $100 billion in assets say they’re currently implementing AI strategies, compared with 46% at banks with less than $100 billion in assets.The size of the cost savings opportunity is $199B for front office (conversational SSLFORFREE - SETTING UP SSL WITH NGINX AND LETSENCRYPT Before setting up certificate, you need to somehow get one. One of the easiest (and free!) way is using Let's Encrypt Certificate Authority. Remember! Certificate can't be issued for an IP address. It can be generated and self-signed, but browsers won't accept it. Let's Encrypt certificates are valid for 3 months, and need to be regenerated NATURAL LANGUAGE PROCESSING ALGORITHMS (NLP AI) Before Deep Learning Era. Back in the days before the era — when a Neural Network was more of a scary, enigmatic mathematical curiosity than a powerful or tool — there were surprisingly many relatively successful applications of classical mining algorithms in the Natural Language Processing (NLP) domain. It seemed that problems like spam filtering or part of speech tagging could be solved ONLINE WORD2VEC FOR GENSIM Online Word2Vec for Gensim. Word2Vec is a technique for creating vectors of word representations to capture the syntax and semantics of words. The vectors used to represent the words have several interesting features. Addition and subtraction of vectors show how word semantics are captured: e.g. king - man + woman = queen. WHERE SYNTAX ENDS AND SEMANTICS BEGIN. WHY SHOULD WE CARE? Where Syntax Ends and Semantics Begin. Why should we care? The relation between syntax (how words are structured in a sentence) and semantics (how words contribute to the meaning of a sentence) is a long-standing open question in linguistics. It happens, however, to have practical consequences for NLP.__
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* Natural Language Processing Algorithms (NLP AI) * Artificial Intelligence and Machine Learning for Healthcare * Machine Learning Terms every manager should know * Machine Learning for Trading – Topic Overview * Deep Learning for Computer Vision – going beyond image classification and regression* Company
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Investment Opportunities Discovery* TRADING
AI choosing the most profitable portfolio* AI IN PHARMA
Finding Drug Side-effect Reviews in Social Media* Contact Us
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Sigmoidal is a Machine Learning Consulting firm experienced in applying AI and Machine Learning to business problems. We specialize in Natural Language Processing and Signal Processing for Finance, Manufacturing, Retail, Healthcare and IT industries. Learn more about Machine Learning and Artificial Intelligence*
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WE'VE PARTNERED WITH KROLL INC. ON A SERIES OF ARTIFICIAL INTELLIGENCEPROJECTS
The leader in compliance chose Sigmoidal as their AI technologypartner.
FINANCIAL TIMES: WALL STREET AND AI Read Marek Bardonski, our Head of AI's view about Machine Learning forTrading.
MACHINE LEARNING TERMS EVERY MANAGER SHOULD KNOW This Machine Learning Glossary aims to briefly introduce the most important Machine Learning terms - both for the commercially and technically interested. HI! WE'RE HERE TO HELP WITH MACHINE LEARNING. We're a team of Machine Learning Consulting experts with former experience from the big tech (Google, NASA, NVIDIA, Microsoft) and consulting (McKinsey, PwC). We consult & develop projects in Machine Learning end-to-end, including the deployment.Meet the Team
START A MACHINE LEARNING PROJECT WITH US As a Machine Learning Consulting company, we offer END-TO-END Machine Learning, Data Science, AI & software development. We will take care of your entire project from the data preparation to scalable deployment to production. What is Machine Learning?__
NLP (TEXT PROCESSING) Extract knowledge from human-language text - figures, names, relationships, entities; rank texts based on relevance to speed up reporting and analysis__
COMPUTER VISION
Detect objects on image, classify images into topic groups or by presence of a feature__
PREDICTIVE ANALYTICS Predict the market conditions or product sales. Understand customers, prevent churn and optimize resource usage andefficiency
HERE'S HOW WE DO IT
STRATEGY WORKSHOP
First, we need to understand your problem better. We organize a 3-days onsite workshop at your office to find the low-hanging fruit projects that would provide the highest RoI in the shortest time. Once we determine there is a fit for Machine Learning, we will work closely together to prepare a roadmap, review the scientific literature, and determine requirements. DATA COLLECTION & EXPLORATION Machine Learning needs data. If you have data needed to train the models, we will perform an exploratory analysis phase to find patterns and correlations. If you don't, we will collect the data for you using online sources (if possible).MODEL DEVELOPMENT
We run thousands of experiments in parallel to develop a machine learning model. A model is the core of a machine learning system - trained on historical data it can predict the future trends or understand the semantics of a text. FULL-STACK APPLICATION DEVELOPMENT We integrate the model with a REST API or a front-end application, developing all necessary features to access the model in anuser-friendly way.
Scalable and with the state-of-the-art security. Learn about the processAI USE CASES
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Finance
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Trading & Investment*
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Pharma
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INVESTOR AID - DETECTING COMPANY MANAGEMENT STRUCTURE CHANGES An investor needed information about changes in the management structure of companies in NYSE. The AI-powered robots helps a dedicated team of research analysts traversing thousands of web articles, tweets and social media posts looking for recent changes in the structure or hierarchy of thecompanies.
View Use Case
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PORTFOLIO ANALYSIS
We designed an intelligent asset allocation system, which predicted the expected return for every asset in a portfolio - using DeepLearning.
These combined algorithms provided an investment strategy with returns comparable to Wealthfront.View Use Case
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IDENTIFYING DRUG SIDE-EFFECTS IN ONLINE DISCUSSIONS Nowadays consumers often report their experiences with ADR on social media instead of traditional channels, which makes drug safety surveillance systems less efficient. Using state-of-the art Natural Language Processing techniques, our robots finds these reviews and extracts the insights.*
“Sigmoidal demonstrated a strong degree of proactivity, taking time to thoroughly understand the problem and continuously suggesting performance and usability enhancements.”JONAS LEE
EVP & Partner — Verus Financial*
“Sigmoidal emerged as our AI PARTNER for its innovative, robust, and scalable capabilities – as well as strong customer-centric philosophy – to deliver on the complex and evolving needs of our clients worldwide.”STEVEN BOCK
Global Head of Operations — Kroll Associates, Inc.GOT A PROJECT IDEA?
LET'S HAVE A QUICK, 15-MINUTES CALL TO: * Find out how Data Science Consulting can help your business. * Estimate the time and budget needed to develop a solution. * Learn more about our expertise and capabilities.Contact us
WE BLOG ABOUT MACHINE LEARNINGSEE OUR BLOG
02/08/2018 Natural Language Processing Algorithms (NLP AI)Read More
11/03/2017 Machine Learning for Trading – Topic OverviewRead More
11/28/2017 Machine Learning Terms every manager should knowRead More
Sigmoidal LLC
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