article thumbnail

3 new steps in the data mining process to ensure trustworthy AI

IBM Big Data Hub

To help data scientists reflect and identify possible ethical concerns the standard process for data mining should include 3 additional steps: data risk assessment, model risk assessment and production monitoring. Data risk assessment. Model risk management.

article thumbnail

Unlock The Power of Your Data With These 19 Big Data & Data Analytics Books

datapine

Best for : the new intern who has no idea what data science even means. An excerpt from a rave review : “I would definitely recommend this book to everyone interested in learning about data from scratch and would say it is the finest resource available among all other Big Data Analytics books.”.

Big Data 263
Insiders

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

Trending Sources

article thumbnail

Decoding Data Analyst Job Description: Skills, Tools, and Career Paths

FineReport

Data analysts interpret data using statistical techniques, develop databases and data collection systems, and identify process improvement opportunities. They should possess technical expertise in data models, database design, and data mining, along with proficiency in reporting packages, databases, and programming languages.

article thumbnail

The trinity of errors in financial models: An introductory analysis using TensorFlow Probability

O'Reilly on Data

They trade the markets using quantitative models based on non-financial theories such as information theory, data science, and machine learning. Whether financial models are based on academic theories or empirical data mining strategies, they are all subject to the trinity of modeling errors explained below.

Modeling 133
article thumbnail

Traits AI Startups Seek When Hiring New Employees

Smart Data Collective

Python is one of the best languages for data science and AI , so it is a good idea to find Python programmers for your AI startup. Applicants with project management skills are always in high demand in different fields, such as construction and digital marketing, for example.

article thumbnail

Leveraging user-generated social media content with text-mining examples

IBM Big Data Hub

One of the best ways to take advantage of social media data is to implement text-mining programs that streamline the process. What is text mining? Crisis management and risk management: Text mining serves as an invaluable tool for identifying potential crises and managing risks.

article thumbnail

What is data governance? Best practices for managing data assets

CIO Business Intelligence

A framework for managing data 10 master data management certifications that will pay off Big Data, Data and Information Security, Data Integration, Data Management, Data Mining, Data Science, IT Governance, IT Governance Frameworks, Master Data Management