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nlp-toolkit for node.js applies AI to data analysis, extraction, visualization, or business intelligence.

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colab.research.google.com

numerical association rules applies AI to data analysis, extraction, visualization, or business intelligence.

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kaushik.net

Occam's Razor applies AI to data analysis, extraction, visualization, or business intelligence.

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github.com

Open-source project that applies AI to data analysis, extraction, visualization, or business intelligence.

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github.com

Open-source project that applies AI to data analysis, extraction, visualization, or business intelligence.

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github.com

Open-source project that applies AI to data analysis, extraction, visualization, or business intelligence.

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github.com

Open-source project that applies AI to data analysis, extraction, visualization, or business intelligence.

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tableau.com

Tableau applies AI to data analysis, extraction, visualization, or business intelligence.

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variancecharts.com

Variance applies AI to data analysis, extraction, visualization, or business intelligence.

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whatsthebigdata.com

WhatSTheBigData applies AI to data analysis, extraction, visualization, or business intelligence.

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github.com

CogCompNLP is a collection of core natural language processing libraries developed by the Cognitive Computation Group. Its modules include a lemmatizer, part-of-speech tagger, named entity recognizer, tokenizer, transliterator, relation extraction, similarity, temporal normalizer and verb sense tools. The project includes a pipeline for annotating raw text and recommends JDK8.

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hadoopilluminated.com

Hadoop Illuminated's Chapter 16 page lists pointers to publicly available big data sets, covering generic repositories, geo data, web data and government data. It links to sources such as Amazon AWS data sets, InfoChimps, the Comprehensive Knowledge Archive Network, OpenStreetMap, Wikipedia data, Google N-gram data, Freebase, data.gov and World Bank data.

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ghdx.healthdata.org

The Global Health Data Exchange (GHDx) is a catalog of global health and demographic data. It records information about data topics, links to data providers, and offers direct downloads where permission exists. The catalog covers surveys, censuses, vital statistics, registries, indicators, estimates, administrative health data, and health-related financial data. IHME-published data downloads may be used by non-commercial users under a free non-commercial user agreement.

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The Master's programme in Management & Data Science is an English-language M.Sc. programme combining management education with data science techniques. It is aimed at students wanting to advance skills in data analysis of real-world phenomena, and covers intelligent data analysis, artificial intelligence, machine learning and data mining. It runs over four semesters and 120 CP according to ECTS.

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A book by Roger D. Peng and Elizabeth Matsui, dated 2017, about data analysis as an art. It discusses the thought process behind data analysis and covers R software development for building data science tools, including handling complex data, building R packages and custom data visualizations.

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IGSR, the International Genome Sample Resource, provides open human variation data. Data files from many studies are shared via FTP, with key data sets presented in a data portal browsable by sample, population, technology, data type and collection. Ensembl presents some key call sets in genomic context. Bulk downloads are recommended via Globus, with FTP and Aspera also available.

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github.com

CKAN is an open-source data management system for creating and operating data hubs and portals. It enables organizations to publish, share, and use data. It powers government data sites such as data.gov, open.canada.ca, and humdata.org.

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clearbit.com

Clearbit is a B2B data provider that has joined HubSpot and describes itself as the first HubSpot Native Data Provider. It enriches records for leads, contacts and accounts, scores and routes leads in real time, and reveals buying intent from anonymous website traffic. Data comes from public web data, proprietary data and LLMs.

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datascienceweekly.org

Data Science Weekly is a free weekly data science newsletter published by DATAYOU, LLC. It delivers curated data science news, articles, job listings, tutorials, and learning resources to subscribers every Thursday. The service also maintains an archive of past newsletter issues and offers additional data science guides and course materials on its website.

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A book by Brian Caffo, Roger D. Peng and Jeffrey Leek on assembling and leading a data science enterprise, based on the Johns Hopkins Executive Data Science Specialization. It covers a crash course in data science, recruiting and evaluating a team, and the structure of the data science pipeline. Available as PDF and EPUB; printed copies are sold through Lulu.

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An article comparing the roles of data scientist and data engineer. It states that the positions are sometimes confused for each other and are often treated as the same, though the two roles work together. It notes that companies can encounter problems with team efficiency and system performance when the roles are conflated, and that the average company needs far more data engineers.

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github.com

Pachyderm is a project for data-centric pipelines and data versioning. It provides parallelized processing of multi-stage, language-agnostic pipelines with data versioning and data lineage tracking, and pipelines trigger automatically when data changes. It runs on Kubernetes and uses standard object stores for storage.

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The Indian Institute of Technology Madras offers the BS in Data Science & Applications, a web-enabled undergraduate program focused on data science and programming. Learners may earn a Bachelor’s degree (BS or BSc, based on completed credits) or a diploma in Programming or Data Science upon successful completion of required courses. The program has no age limit, offers scholarships, and provides academic resources in multiple Indian languages.

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