Cognilytica is now AI & Data Today

Insights into Cutting-edge AI, Data, and Automation Technology

Exploring the latest technologies and best practices in AI, automation, advanced analytics and big data.

Find tools, tips, how-to guides, education, and events to successfully run AI, automation, and data projects

Machine Learning Tools

Machine Learning Tools

Robotic Process Automation

Robotic Process Automation

Big Data Platforms

Big Data Platforms

Natural Language Processing

Natural Language Processing

Advanced Analytics

Advanced Analytics

Data Preparation Solutions

Data Preparation Solutions

AI & Big Data Best Practices

AI & Big Data Best Practices

ML Ops Solutions

ML Ops Solutions

Data Engineering Solutions

Data Engineering Solutions

Ethical & Responsible AI

Ethical & Responsible AI

Courses & Certification

Premium courses & best practices certification for those looking to put AI & Data into practice today.

Learn best practices and fundamentals of AI, automation, and big data and get certified.

Big Data Fundamentals & Best Practices

Cognitive Project Management for AI (CPMAI) Training & Certification

Data Skills for Managers

Traditional Analytics to Modern Analytics (From BI to AI)

Big Data Fundamentals & Best Practices

Big Data Fundamentals & Best Practices

Get a comprehensive understanding of big data concepts, terminology, and systems, and learn effective best practices that successful data professionals are using to gain substantial benefit from one of the most important assets in an organization: its data

$ 495

Cognitive Project Management for AI (CPMAI) Training & Certification

Cognitive Project Management for AI (CPMAI) Training & Certification

The CPMAI methodology is the industry’s best practice methodology for successful AI & ML projects. Cognilytica’s CPMAI training and certification prepares you to succeed with your AI & ML efforts, whether you’re just beginning or are well down the road with implementation.

Starts at $ 595

Data Skills for Managers

Data Skills for Managers

In this course geared towards managers you will expand your knowledge of key data terms and topics. Gain a fundamental understanding of big data, data science, data engineering, machine learning and AI, data visualization, and other key aspects and data skills needed to understand and interpret data in a professional environment.

$ 495

Traditional Analytics to Modern Analytics (From BI to AI)

Traditional Analytics to Modern Analytics (From BI to AI)

Get the understanding needed to move from traditional approaches to analytics and business intelligence to modern analytics approaches. Evolve from traditional database and data warehouse approaches to data lake and evolving data mesh methods.

$ 495

Articles & Content

Practical Insight and Guides for Implementers & Leaders

In-depth guides, how-tos, case studies, explainers, checklists, interviews, technology overviews, promotions, and much more, all designed to help you be successful with AI, automation, and data

Machine Learning

Data Preparation

Data Engineering

Natural Language Processing

15 things to consider when selecting an NLP solution

Natural Language Processing (NLP) has become an increasingly important tool for businesses and organizations of all sizes. It allows for the analysis and understanding of…

Data Engineering

10 Open Source Data Engineering Tools

Open source data engineering tools are becoming increasingly popular among organizations looking to manage and analyze their data more effectively. These tools provide a wide…

Ethical & Responsible AI

Top 9 Data Governance Best Practices

Data governance is the process of managing and protecting the availability, integrity, and security of an organization’s data. It is a critical component of any…

AI & Data Best Practices

Top 10 things to consider when starting a Machine Learning project

Starting a machine learning project can be both exciting and daunting. However, with a bit of planning, preparation, and following best practices you can set…

AI & Data Best Practices

What is the CPMAI Certification?

AI & Data Best Practices The Cognitive Project Management for AI (CPMAI) methodology is the most widely adopted, vendor-neutral approach to running AI projects. Individuals…

AI & Data Best Practices

Established Best Practices for AI & Data Project Management

AI & Data Best Practices With all the talent, resources, and effort being put into AI projects, the failure rate should not be so significantly…

Machine Learning

Machine Learning Tools

10 Open Source Tools for Machine Learning

Machine learning is rapidly growing in popularity, especially in areas such as natural language processing, computer vision, and predictive analytics. It’s proving useful at a…

Machine Learning Tools

10 considerations for ML tool Selection

Machine learning has the potential to unlock insights, automate processes, and drive revenue growth. However, with so many different machine learning tools available, it can…

Machine Learning Tools

10 common mistakes people make with ML projects and how to avoid them

Machine learning (ML) projects can be complex and time-consuming, and it’s easy to make mistakes along the way. In this article, we’ll go over 10…

Data Preparation

Data Preparation

Common mistakes people make when evaluating data preparation solutions

Picking a data preparation solution is a crucial step in any big data analytics, ML or AI project, and unfortunately it’s one that is often…

Data Preparation

10 Data Preparation Issues that can sideline AI Projects

Data preparation is one of the most important steps in any artificial intelligence (AI) project. Unfortunately, it’s also one of the most overlooked. Many organizations…

Data Preparation

Data preparation Checklist: What to consider before starting your AI or ML Project

In order for your AI and ML projects to work, the data needs to be prepared in a way that is useful. After all, garbage…

Ethical & Responsible AI

Top 9 Data Governance Best Practices

Data governance is the process of managing and protecting the availability, integrity, and security of an organization’s data. It is a critical component of any…

Ethical & Responsible AI

Top 10 Ethical Considerations for AI Projects

Artificial Intelligence is seen by many as a great transformative technology. However, as with any transformative technology the impacts on society can be tremendous. As…

Ethical & Responsible AI

8 ways to implement ethical AI in your AI tools

Creating ethical AI requires a combination of technical expertise and a strong understanding of the potential ethical issues that may arise. By taking proper steps…

Open source tools for Robotic Process Automation (RPA)

A few years ago Robotic Process Automation (RPA) took the world by storm. This game-changing technology allows businesses to automate repetitive, time-consuming tasks, freeing up…

10 examples of RPA applications across different industries

Robotic Process Automation (RPA) is a technology solution that has taken the business world by storm in recent years, and for good reason. RPA can…

10 things to consider when selecting Robotic Process Automation (RPA) Solutions

Robotic Process Automation (RPA) has become an increasingly popular way for businesses to automate repetitive and time-consuming tasks, allowing employees to focus on more valuable…

Top open source advanced analytics tools

With the vast amount of data being generated daily at organizations, traditional analytics approaches can prove challenging to use. They aren’t easily automated for data…

Top 10 things to consider when evaluating analytics solutions

Data analytics tools help organizations collect and analyze data in order to improve processes, help uncover insights, and help make better informed data-driven decisions. When…

Top things to consider when implementing Advanced Analytics at your organization

If you’ve worked at an organization for any length of time, or read any of our posts, or listened to any of our AI Today…

Big Data Platforms

Open source Big Data Platforms

As a business owner or data professional, you may be familiar with the concept of big data and the potential it holds for driving valuable…

Big Data Platforms

Diving into 8 big data applications for business

Big data is a term used to describe the large volume of structured and unstructured data that businesses collect on a daily basis. With the…

Big Data Platforms

10 things to consider when implementing a big data platform

Big data is a hot topic in today’s business world, and for good reason. With the right big data platform, companies can gain valuable insights…

Natural Language Processing

15 things to consider when selecting an NLP solution

Natural Language Processing (NLP) has become an increasingly important tool for businesses and organizations of all sizes. It allows for the analysis and understanding of…

Natural Language Processing

Open source tools for Natural Language Processing

Natural Language Processing (NLP) has made tremendous strides in the past decade. We now have NLP solutions that are able to converse with humans, write…

Natural Language Processing

10 examples of NLP applications across different industries

Natural Language Processing (NLP) is a rapidly growing field that is revolutionizing the way we interact with technology. As part of the conversational pattern of…

11 things to consider when implementing ML Ops

As the markets for AI shift from those organizations that have the technical expertise required to build models from scratch to those organizations looking to…

Top 10 open source Machine Learning Operations (ML Ops) tools

Open source Machine Learning (ML) operations solutions are a great way to streamline the process of training, deploying, and managing ML models. These solutions can…

Infographic: The Rapid Growth of MLOps

Machine Learning Model Operationalization Management, referred to as “MLOps”, is focused on the lifecycle of model development and usage, machine learning model operationalization, and deployment….

Data Engineering

Data Engineering

10 Open Source Data Engineering Tools

Open source data engineering tools are becoming increasingly popular among organizations looking to manage and analyze their data more effectively. These tools provide a wide…

Data Engineering

What to Consider When Selecting a Data Engineering Solution

As a business owner or manager, you know that data is a critical component of making informed decisions and driving growth. There are many approaches…

Data Engineering

AI Data Engineering Lifecycle Checklist

Machine learning is powering most of the recent advancements in artificial intelligence including autonomous systems, computer vision, natural language processing, predictive analytics, and a wide…

Big Data Platforms

Diving into 8 big data applications for business

Big data is a term used to describe the large volume of structured and unstructured data that businesses collect on a daily basis. With the…

10 examples of RPA applications across different industries

Robotic Process Automation (RPA) is a technology solution that has taken the business world by storm in recent years, and for good reason. RPA can…

Natural Language Processing

10 examples of NLP applications across different industries

Natural Language Processing (NLP) is a rapidly growing field that is revolutionizing the way we interact with technology. As part of the conversational pattern of…