Welcome to AI Product Craft Newsletter
A Newsletter for Practical AI/ML Product Management Insights for All Skill Levels. Gain valuable, hands-on guidance, knowledge and skills to excel in building and managing AI & ML-driven products.
👋 Hello, and welcome to the AI Product Craft Newsletter. I am Patrick Ncho, Creator and Curator. My goal is to empower product leaders, strategists, marketers, designers and business decision-makers with minimal technical expertise in AI or hands-on experience in machine learning systems development to excel in AI/ML product management.
This newsletter offers three distinct content angles, providing comprehensive guidance for improving their AI/ML product management skills, building and growing successful AI/ML-powered products:
AI/ML PRODUCT BUILDERS ANGLE
Gain a comprehensive understanding of the full AI/ML product lifecycle, from ideation and design to launch and ongoing optimization.
Explore best practices for each stage, equipping you with insights to effectively manage and guide AI/ML product development.
Learn strategies for designing user-centric AI products that seamlessly blend functionality, usability, and aesthetics.
Through practical insights, case studies, and actionable guidance, this angle empowers you to navigate the practical challenges of building and deploying AI/ML solutions, even with limited hands-on technical expertise.
AI/ML TECHNOLOGY STACKS ANGLE
Gain an understanding of the key technology stacks and architectures behind AI/ML-driven product development.
Get insights into the core technologies, algorithms, and technical foundations enabling cutting-edge AI models and systems.
While avoiding deep technical details, this angle provides an accessible overview to help non-technical professionals appreciate the technical landscape.
AI/ML PRODUCT STRATEGY ANGLE
Explore strategies for successful AI/ML product development by bridging innovation and market demands.
Gain insights into AI adoption strategies across industries and understand real-world use cases.
Dive into the critical role of data in AI, uncovering strategies for collecting, analyzing, and utilizing data ethically and responsibly.
Examine the broader societal implications of AI and ethical considerations for building trustworthy AI products.
1. Why AI Product Craft?
AI Product Craft’s primary mission is to make the knowledge for building AI/ML products more accessible to people with minimal technical expertise or hands-on machine learning experience.
Additionally, this initiative is my way of continuously educating myself. By analyzing and compiling knowledge from various sources—daily experiences, newsletters, news articles, workshops, online courses, webinars, meetups, and industry conferences—I aim to create a centralized resource for learning and sharing insights.
2. Who Is AI Product Craft For?
Here, I welcome people with minimal technical expertise or hands-on machine learning experience including fellow product leaders, aspiring AI product managers, designers, marketers, non-technical entrepreneurs, business leaders, consultants and business analysts alike. I invite you to delve into the nuances of AI product management and share insights. Let’s explore every facet of AI & ML product development, from strategy, tech stack to design, ethics to AI product use-cases and emerging trends.
Explore insightful, curated articles across various categories:
AI Product Trends & Use Cases
Explore the latest advancements and practical applications shaping the AI landscape, staying ahead of the curve.
How Health eCareers Build an AI Job Search Chatbot for healthcare professionals
How Wendy's Build FreshAI an AI-Powered Drive-Thru Ordering System
How Perplexity.ai Build Its AI-Powered Conversational Search Assistant
How Does Convai Use Generative AI to Build 3D AI Characters for Gaming, Learning, and Entertainment?
How Google Builds Circle to Search, Its New AI-Powered Visual Search Product
AI & ML Product Strategy
Delve into the intricacies of crafting effective strategies for machine learning and/or AI products, balancing innovation with market demands.
Building AI/ML Products
Explore the practical aspects of building AI/ML products, from ideation to launch, and learn best practices for each stage.
AI-Powered Design: Transforming User Interfaces and User Experiences
Introduction to AI & ML Product Management: Key Concepts and Roles
How to Navigate the AI Product Lifecycle From Ideation to Launch?
AI Tech Stack & Systems
Understand the essential technologies powering machine learning and/or AI products and how to leverage them effectively.
When to Use Retrieval Augmented Generation vs Fine-Tuning for Your AI/ML Product Initiatives?
The top 100 AI & ML terms and concepts every AI product manager need to know
AI Ethics & Safety
Navigate the ethical considerations inherent in AI & ML product development, ensuring alignment, safety, trust and responsible innovation.
How to Integrate Explainable AI in AI/ML Product Development for Better Outcomes?
How to Navigate the Risks of Generative AI in Product Development
How to Integrate Trust, Safety, and Ethical Principles into AI/ML Products?
AI & Data Strategy
Dive into the intersection of AI and data, uncovering strategies for collecting, analyzing, and utilizing data ethically.
4. Join Me on this Journey
Embark on this journey with me. Let’s navigate the ever-evolving landscape of AI product management. I invite you to join me in exploring the limitless possibilities of AI product management. Whether you're a seasoned professional or a newcomer to the field, there's something here for you. Let's learn, and grow together. Let's unlock the secrets, embrace the challenges, and pave the way for innovation in the AI era. Welcome to AI Product Craft—where passion meets purpose, and curiosity sparks transformation.
