Home » Uncategorized

New Book: Automated Data Science and Artificial General Intelligence

I finished the initial version of my second book Automated Data Science and Artificial General Intelligence. It is version 1.0 to get things started. I will work in this direction my entire life, there is a lot more to be done. Any feedback is welcomed, enjoy 🙂

Read at https://www.machinelearninggod.com/books.html

Content

Introduction

Data

Data Science and Our World

  • Domain Problems
  • From Domain Problem to Data Science Problem

Data Science Standards

  • Data Science Process : Business Understanding, Data Understanding, Data Preparation, Modeling, Evaluation, Deployment
  • Data Science Process Component Fields
  • NIST Big Data Standards

5. Data Science Industry Challenges

  • The Data Scientist Role
  • Data
  • Data Science Rock Projects
  • Silos of Knowledge
  • Hardware and Software
  • Security
  • Management
  • Internal Communication
  • Company Culture and Standards
  • Every Problem is a Data Science Problem

Hardware and Software

Data Science Knowledge Base

Automated Data Science

  • Degree of Independence
  • Abstract and Concrete Pipelines
  • Process Automation
  • Unification

Artificial General Intelligence (AGI)

  • Motivation
  • The Raw Material of AGI
  • AGI Operations
  • AGI Organization
  • Towards AGI on Thought Trains

The Data Science and AGI Community

The Future of Our Society

Bibliography