Kennedy, T. Managing the drug discovery/development interface. Drug Discov. Today 2, 436444 (1997).
Article Google Scholar
Kola, I. & Landis, J. Can the pharmaceutical industry reduce attrition rates? Nat. Rev. Drug Discov. 3, 711716 (2004).
Article CAS PubMed Google Scholar
Millard, J., Alvarez-Nez, F. & Yalkowsky, S. Solubilization by cosolvents. Establishing useful constants for the log-linear model. Int. J. Pharm. 245, 153166 (2002).
Article CAS PubMed Google Scholar
Jouyban, A. & Abolghassemi Fakhree, M. A. Solubility prediction methods for drug/drug like molecules. Recent Pat. Chem. Eng. 1, 220231 (2008).
Article CAS Google Scholar
van de Waterbeemd, H. Improving compound quality through in vitro and in silico physicochemical profiling. Chem. Biodivers. 6, 17601766 (2009).
Article PubMed Google Scholar
Llompart, P. et al Will we ever be able to accurately predict solubility? Recherche Data Gouv https://doi.org/10.57745/CZVZIA (2023)
Wang, J. & Hou, T. Recent advances on aqueous solubility prediction. Comb. Chem. High Throughput Screen. 14, 328338 (2011).
Article CAS PubMed Google Scholar
Elder, D. P., Holm, R. & Diego, H. L. Use of pharmaceutical salts and cocrystals to address the issue of poor solubility. Int. J. Pharm. 453, 88100 (2013). de.
Article CAS PubMed Google Scholar
Saal, C. & Petereit, A. C. Optimizing solubility: Kinetic versus thermodynamic solubility temptations and risks. Eur. J. Pharm. Sci. 47, 589595 (2012).
Article CAS PubMed Google Scholar
Wang, J. et al. Development of reliable aqueous solubility models and their application in druglike analysis. J. Chem. Inf. Model. 47, 13951404 (2007).
Article CAS PubMed Google Scholar
Johnson, S. R. & Zheng, W. Recent progress in the computational prediction of aqueous solubility and absorption. AAPS J. 8, E27E40 (2006).
Article CAS PubMed PubMed Central Google Scholar
Delaney, J. S. Predicting aqueous solubility from structure. Drug Discov. Today 10, 289295 (2005).
Article CAS PubMed Google Scholar
OECD. Test No. 105: Water Solubility. OECD Guidelines for the Testing of Chemicals, Section 1 https://read.oecd-ilibrary.org/environment/test-no-105-water-solubility_9789264069589-en (1995).
Llins, A., Glen, R. C. & Goodman, J. M. Solubility Challenge: Can You Predict Solubilities of 32 Molecules Using a Database of 100 Reliable Measurements? J. Chem. Inf. Model. 48, 12891303 (2008).
Article PubMed Google Scholar
Stuart, M. & Box, K. Chasing Equilibrium: Measuring the Intrinsic Solubility of Weak Acids and Bases. Anal. Chem. 77, 983990 (2005).
Article CAS PubMed Google Scholar
Huuskonen, J., Rantanen, J. & Livingstone, D. Prediction of aqueous solubility for a diverse set of organic compounds based on atom-type electrotopological state indices. Eur. J. Med. Chem. 35, 10811088 (2000).
Article CAS PubMed Google Scholar
Yalkowsky, RM & Dannenfleser, SH. Aquasol database of aqueous solubility. Version 5. https://hero.epa.gov/hero/index.cfm/reference/details/reference_id/5348039 (2009).
Bloch, D. Computer Software Review. Review of PHYSPROP Database (Version 1.0). ACS Publications https://pubs.acs.org/doi/pdf/10.1021/ci00024a602 (2004) https://doi.org/10.1021/ci00024a602.
Dalanay, J. S. ESOL: Estimating Aqueous Solubility Directly from Molecular Structure. J. Chem. Inf. Comput. Sci. 44, 10001005 (2004).
Article Google Scholar
US EPA. EPI Suite. https://www.epa.gov/tsca-screening-tools/epi-suitetm-estimation-program-interface
Wang, J., Hou, T. & Xu, X. Aqueous Solubility Prediction Based on Weighted Atom Type Counts and Solvent Accessible Surface Areas. J. Chem. Inf. Model. 49, 571581 (2009).
Article CAS PubMed Google Scholar
Boobier, S., Hose, D. R. J., Blacker, A. J. & Nguyen, B. N. Machine learning with physicochemical relationships: solubility prediction in organic solvents and water. Nat. Commun. 11, 5753 (2020).
Article CAS PubMed PubMed Central Google Scholar
Tetko, I. V., Tanchuk, V. Y., Kasheva, T. N. & Villa, A. E. P. Estimation of Aqueous Solubility of Chemical Compounds Using E-State Indices. J. Chem. Inf. Comput. Sci. 41, 14881493 (2001).
Article CAS PubMed Google Scholar
Avdeef, A. Prediction of aqueous intrinsic solubility of druglike molecules using Random Forest regression trained with Wiki-pS0 database. ADMET DMPK 8, 29 (2020).
Article PubMed PubMed Central Google Scholar
Sorkun, M. C., Khetan, A. & Er, S. AqSolDB, a curated reference set of aqueous solubility and 2D descriptors for a diverse set of compounds. Sci. Data 6, 143 (2019).
Article PubMed PubMed Central Google Scholar
Sushko, I. et al. Online chemical modeling environment (OCHEM): web platform for data storage, model development and publishing of chemical information. J. Comput. Aided Mol. Des. 25, 533554 (2011).
Article CAS PubMed PubMed Central Google Scholar
Panapitiya, G. et al. Evaluation of Deep Learning Architectures for Aqueous Solubility Prediction. ACS Omega 7, 1569515710 (2022).
Article CAS PubMed PubMed Central Google Scholar
Wiercioch, M. & Kirchmair, J. Dealing with a data-limited regime: Combining transfer learning and transformer attention mechanism to increase aqueous solubility prediction performance. Artif. Intell. Life Sci. 1, 100021 (2021).
CAS Google Scholar
Lowe, C. N. et al. Transparency in Modeling through Careful Application of OECDs QSAR/QSPR Principles via a Curated Water Solubility Data Set. Chem. Res. Toxicol. 36, 465478 (2023).
Article CAS PubMed Google Scholar
Francoeur, P. G. & Koes, D. R. SolTranNet-A Machine Learning Tool for Fast Aqueous Solubility Prediction. J. Chem. Inf. Model. 61, 25302536 (2021).
Article CAS PubMed PubMed Central Google Scholar
Sluga, J., Venko, K., Drgan, V. & Novi, M. QSPR Models for Prediction of Aqueous Solubility: Exploring the Potency of Randi-type Indices. Croat. Chem. Acta 93 (2020).
Meng, J. et al. Boosting the predictive performance with aqueous solubility dataset curation. Sci. Data 9, 71 (2022).
Article CAS PubMed PubMed Central Google Scholar
Lee, S. et al. Novel Solubility Prediction Models: Molecular Fingerprints and Physicochemical Features vs Graph Convolutional Neural Networks. ACS Omega 7, 1226812277 (2022).
Article MathSciNet CAS PubMed PubMed Central Google Scholar
Schrdinger. QikProp. (2015).
United States National Library of Medicine. ChemIDplus advanced. https://pubchem.ncbi.nlm.nih.gov/source/ChemIDplus (2011).
Khne, R., Ebert, R.-U., Kleint, F., Schmidt, G. & Schrmann, G. Group contribution methods to estimate water solubility of organic chemicals. Chemosphere 30, 20612077 (1995).
Article Google Scholar
OECD. eChemPortal: The Global Portal to Information on Chemical Substances, https://www.echemportal.org/echemportal/ (2023).
European Chemicals Agency. ECHA. https://echa.europa.eu/fr/ (2023).
Irmann, F. Eine einfache Korrelation zwischen Wasserlslichkeit und Struktur von Kohlenwasserstoffen und Halogenkohlenwasserstoffen. Chem. Ing. Tech. 37, 789798 (1965).
Article CAS Google Scholar
Hansch, C., Quinlan, J. E. & Lawrence, G. L. Linear free-energy relationship between partition coefficients and the aqueous solubility of organic liquids. J. Org. Chem. 33, 347350 (1968).
Article CAS Google Scholar
Yalkowsky, S. H. & Valvani, S. C. Solubility and partitioning I: Solubility of nonelectrolytes in water. J. Pharm. Sci. 69, 912922 (1980).
Article CAS PubMed Google Scholar
Ran, Y. & Yalkowsky, S. H. Prediction of drug solubility by the general solubility equation (GSE). J. Chem. Inf. Comput. Sci. 41, 354357 (2001).
Article CAS PubMed Google Scholar
Hansen, N. T., Kouskoumvekaki, I., Jrgensen, F. S., Brunak, S. & Jnsdttir, S. . Prediction of pH-Dependent Aqueous Solubility of Druglike Molecules. J. Chem. Inf. Model. 46, 26012609 (2006).
Article CAS PubMed Google Scholar
ChemAxon. Marvin. https://chemaxon.com/products/marvin (2023).
Johnson, S. R., Chen, X.-Q., Murphy, D. & Gudmundsson, O. A Computational Model for the Prediction of Aqueous Solubility That Includes Crystal Packing, Intrinsic Solubility, and Ionization Effects. Mol. Pharm. 4, 513523 (2007).
Article CAS PubMed Google Scholar
Hopfinger, A. J., Esposito, E. X., Llins, A., Glen, R. C. & Goodman, J. M. Findings of the Challenge To Predict Aqueous Solubility. ACS Publications https://pubs.acs.org/doi/pdf/10.1021/ci800436c (2008).
Lusci, A., Pollastri, G. & Baldi, P. Deep architectures and deep learning in chemoinformatics: the prediction of aqueous solubility for drug-like molecules. J. Chem. Inf. Model. 53, 15631575 (2013).
Article CAS PubMed PubMed Central Google Scholar
Huuskonen, J., Livingstone, D. J. & Manallack, D. T. Prediction of drug solubility from molecular structure using a drug-like training set. SAR QSAR Environ. Res. 19, 191212 (2008).
Article CAS PubMed Google Scholar
Zhou, D., Alelyunas, Y. & Liu, R. Scores of Extended Connectivity Fingerprint as Descriptors in QSPR Study of Melting Point and Aqueous Solubility. J. Chem. Inf. Model. 48, 981987 (2008).
Article CAS PubMed Google Scholar
Eri, S., Kalini, M., Popovi, A., Zloh, M. & Kuzmanovski, I. Prediction of aqueous solubility of drug-like molecules using a novel algorithm for automatic adjustment of relative importance of descriptors implemented in counter-propagation artificial neural networks. Int. J. Pharm. 437, 232241 (2012).
Article PubMed Google Scholar
Llinas, A. & Avdeef, A. Solubility Challenge Revisited after Ten Years, with Multilab Shake-Flask Data, Using Tight (SD 0.17log) and Loose (SD 0.62log) Test Sets. J. Chem. Inf. Model. 59, 30363040 (2019).
Article CAS PubMed Google Scholar
Llinas, A., Oprisiu, I. & Avdeef, A. Findings of the Second Challenge to Predict Aqueous Solubility. J. Chem. Inf. Model. 60, 47914803 (2020).
Article CAS PubMed Google Scholar
Hewitt, M. et al. In silico prediction of aqueous solubility: the solubility challenge. J. Chem. Inf. Model. 49, 25722587 (2009).
Article CAS PubMed Google Scholar
Goh, G. B., Hodas, N., Siegel, C. & Vishnu, A. SMILES2vec: Predicting Chemical Properties from Text Representations. Preprint at arXiv:1712.02034 (2018).
Cui, Q. et al. Improved Prediction of Aqueous Solubility of Novel Compounds by Going Deeper With Deep Learning. Front. Oncol. 10 (2020).
Maziarka, . et al. Molecule Attention Transformer. (2020).
Lovri, M. et al. Machine learning in prediction of intrinsic aqueous solubility of drug-like compounds: Generalization, complexity, or predictive ability? J. Chemom. 35, e3349 (2021).
Article Google Scholar
Kohavi, R. & Wolpert, D. H. in International Conference on Machine Learning Bias Plus Variance Decomposition for Zero-One Loss Function (1996).
Follow this link:
Will we ever be able to accurately predict solubility? | Scientific Data - Nature.com
- What Is Machine Learning? | How It Works, Techniques ... [Last Updated On: September 5th, 2019] [Originally Added On: September 5th, 2019]
- Start Here with Machine Learning [Last Updated On: September 22nd, 2019] [Originally Added On: September 22nd, 2019]
- What is Machine Learning? | Emerj [Last Updated On: October 1st, 2019] [Originally Added On: October 1st, 2019]
- Microsoft Azure Machine Learning Studio [Last Updated On: October 1st, 2019] [Originally Added On: October 1st, 2019]
- Machine Learning Basics | What Is Machine Learning? | Introduction To Machine Learning | Simplilearn [Last Updated On: October 1st, 2019] [Originally Added On: October 1st, 2019]
- What is Machine Learning? A definition - Expert System [Last Updated On: October 2nd, 2019] [Originally Added On: October 2nd, 2019]
- Machine Learning | Stanford Online [Last Updated On: October 2nd, 2019] [Originally Added On: October 2nd, 2019]
- How to Learn Machine Learning, The Self-Starter Way [Last Updated On: October 17th, 2019] [Originally Added On: October 17th, 2019]
- definition - What is machine learning? - Stack Overflow [Last Updated On: November 3rd, 2019] [Originally Added On: November 3rd, 2019]
- Artificial Intelligence vs. Machine Learning vs. Deep ... [Last Updated On: November 3rd, 2019] [Originally Added On: November 3rd, 2019]
- Machine Learning in R for beginners (article) - DataCamp [Last Updated On: November 3rd, 2019] [Originally Added On: November 3rd, 2019]
- Machine Learning | Udacity [Last Updated On: November 3rd, 2019] [Originally Added On: November 3rd, 2019]
- Machine Learning Artificial Intelligence | McAfee [Last Updated On: November 3rd, 2019] [Originally Added On: November 3rd, 2019]
- Machine Learning [Last Updated On: November 3rd, 2019] [Originally Added On: November 3rd, 2019]
- AI-based ML algorithms could increase detection of undiagnosed AF - Cardiac Rhythm News [Last Updated On: November 19th, 2019] [Originally Added On: November 19th, 2019]
- The Cerebras CS-1 computes deep learning AI problems by being bigger, bigger, and bigger than any other chip - TechCrunch [Last Updated On: November 19th, 2019] [Originally Added On: November 19th, 2019]
- Can the planet really afford the exorbitant power demands of machine learning? - The Guardian [Last Updated On: November 19th, 2019] [Originally Added On: November 19th, 2019]
- New InfiniteIO Platform Reduces Latency and Accelerates Performance for Machine Learning, AI and Analytics - Business Wire [Last Updated On: November 19th, 2019] [Originally Added On: November 19th, 2019]
- How to Use Machine Learning to Drive Real Value - eWeek [Last Updated On: November 19th, 2019] [Originally Added On: November 19th, 2019]
- Machine Learning As A Service Market to Soar from End-use Industries and Push Revenues in the 2025 - Downey Magazine [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Rad AI Raises $4M to Automate Repetitive Tasks for Radiologists Through Machine Learning - - HIT Consultant [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Machine Learning Improves Performance of the Advanced Light Source - Machine Design [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Synthetic Data: The Diamonds of Machine Learning - TDWI [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- The transformation of healthcare with AI and machine learning - ITProPortal [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Workday talks machine learning and the future of human capital management - ZDNet [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Machine Learning with R, Third Edition - Free Sample Chapters - Neowin [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Verification In The Era Of Autonomous Driving, Artificial Intelligence And Machine Learning - SemiEngineering [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Podcast: How artificial intelligence, machine learning can help us realize the value of all that genetic data we're collecting - Genetic Literacy... [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- The Real Reason Your School Avoids Machine Learning - The Tech Edvocate [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- Siri, Tell Fido To Stop Barking: What's Machine Learning, And What's The Future Of It? - 90.5 WESA [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- Microsoft reveals how it caught mutating Monero mining malware with machine learning - The Next Web [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- The role of machine learning in IT service management - ITProPortal [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- Global Director of Tech Exploration Discusses Artificial Intelligence and Machine Learning at Anheuser-Busch InBev - Seton Hall University News &... [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- The 10 Hottest AI And Machine Learning Startups Of 2019 - CRN: The Biggest Tech News For Partners And The IT Channel [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- Startup jobs of the week: Marketing Communications Specialist, Oracle Architect, Machine Learning Scientist - BetaKit [Last Updated On: November 30th, 2019] [Originally Added On: November 30th, 2019]
- Here's why machine learning is critical to success for banks of the future - Tech Wire Asia [Last Updated On: December 2nd, 2019] [Originally Added On: December 2nd, 2019]
- 3 questions to ask before investing in machine learning for pop health - Healthcare IT News [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Machine Learning Answers: If Caterpillar Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Measuring Employee Engagement with A.I. and Machine Learning - Dice Insights [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Amazon Wants to Teach You Machine Learning Through Music? - Dice Insights [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Machine Learning Answers: If Nvidia Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- AI and machine learning platforms will start to challenge conventional thinking - CRN.in [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Machine Learning Answers: If Twitter Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Machine Learning Answers: If Seagate Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Machine Learning Answers: If BlackBerry Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Amazon Releases A New Tool To Improve Machine Learning Processes - Forbes [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Another free web course to gain machine-learning skills (thanks, Finland), NIST probes 'racist' face-recog and more - The Register [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Kubernetes and containers are the perfect fit for machine learning - JAXenter [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- TinyML as a Service and machine learning at the edge - Ericsson [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- AI and machine learning products - Cloud AI | Google Cloud [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Machine Learning | Blog | Microsoft Azure [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Machine Learning in 2019 Was About Balancing Privacy and Progress - ITPro Today [Last Updated On: December 25th, 2019] [Originally Added On: December 25th, 2019]
- CMSWire's Top 10 AI and Machine Learning Articles of 2019 - CMSWire [Last Updated On: December 25th, 2019] [Originally Added On: December 25th, 2019]
- Here's why digital marketing is as lucrative a career as data science and machine learning - Business Insider India [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- Dell's Latitude 9510 shakes up corporate laptops with 5G, machine learning, and thin bezels - PCWorld [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- Finally, a good use for AI: Machine-learning tool guesstimates how well your code will run on a CPU core - The Register [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- Cloud as the enabler of AI's competitive advantage - Finextra [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- Forget Machine Learning, Constraint Solvers are What the Enterprise Needs - - RTInsights [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- Informed decisions through machine learning will keep it afloat & going - Sea News [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- The Problem with Hiring Algorithms - Machine Learning Times - machine learning & data science news - The Predictive Analytics Times [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- New Program Supports Machine Learning in the Chemical Sciences and Engineering - Newswise [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- AI-System Flags the Under-Vaccinated in Israel - PrecisionVaccinations [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- New Contest: Train All The Things - Hackaday [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- AFTAs 2019: Best New Technology Introduced Over the Last 12 MonthsAI, Machine Learning and AnalyticsActiveViam - www.waterstechnology.com [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Educate Yourself on Machine Learning at this Las Vegas Event - Small Business Trends [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Seton Hall Announces New Courses in Text Mining and Machine Learning - Seton Hall University News & Events [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Looking at the most significant benefits of machine learning for software testing - The Burn-In [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Leveraging AI and Machine Learning to Advance Interoperability in Healthcare - - HIT Consultant [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Adventures With Artificial Intelligence and Machine Learning - Toolbox [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Five Reasons to Go to Machine Learning Week 2020 - Machine Learning Times - machine learning & data science news - The Predictive Analytics Times [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Uncover the Possibilities of AI and Machine Learning With This Bundle - Interesting Engineering [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Learning that Targets Millennial and Generation Z - HR Exchange Network [Last Updated On: January 23rd, 2020] [Originally Added On: January 23rd, 2020]
- Red Hat Survey Shows Hybrid Cloud, AI and Machine Learning are the Focus of Enterprises - Computer Business Review [Last Updated On: January 23rd, 2020] [Originally Added On: January 23rd, 2020]
- Vectorspace AI Datasets are Now Available to Power Machine Learning (ML) and Artificial Intelligence (AI) Systems in Collaboration with Elastic -... [Last Updated On: January 23rd, 2020] [Originally Added On: January 23rd, 2020]
- What is Machine Learning? | Types of Machine Learning ... [Last Updated On: January 23rd, 2020] [Originally Added On: January 23rd, 2020]
- How Machine Learning Will Lead to Better Maps - Popular Mechanics [Last Updated On: January 30th, 2020] [Originally Added On: January 30th, 2020]
- Jenkins Creator Launches Startup To Speed Software Testing with Machine Learning -- ADTmag - ADT Magazine [Last Updated On: January 30th, 2020] [Originally Added On: January 30th, 2020]
- An Open Source Alternative to AWS SageMaker - Datanami [Last Updated On: January 30th, 2020] [Originally Added On: January 30th, 2020]
- Machine Learning Could Aid Diagnosis of Barrett's Esophagus, Avoid Invasive Testing - Medical Bag [Last Updated On: January 30th, 2020] [Originally Added On: January 30th, 2020]
- OReilly and Formulatedby Unveil the Smart Cities & Mobility Ecosystems Conference - Yahoo Finance [Last Updated On: January 30th, 2020] [Originally Added On: January 30th, 2020]