aieworks.systemdrd.com · Systemdr, Inc.

Production-Grade AI Engineering Resources

Cheat sheets, workbooks, blueprints, and cohort programs built for engineers who are serious about shipping AI systems and landing FAANG ML roles.

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Free Resources

Start Here — No Purchase Needed

Three high-value downloads, free. No email required on this page.

FREE

AI Engineering Quick-Start Guide

20-page guide covering the 8 AI engineering roles, compensation reality, skill priority map, 90-day transition roadmap, and your first production project recipe.

⬇ Download PDF (Free)
FREE

Top 50 AI System Design Questions

The exact questions asked at Google, Meta, Amazon, Apple, Netflix, OpenAI, and Anthropic — difficulty-rated and company-tagged. 8 categories, complete list.

⬇ Download PDF (Free)
FREE SAMPLE

ML Algorithms Reference Card (Sample)

A free preview of the 12-sheet cheat sheet bundle. One complete reference card: algorithm selection guide, key equations, and hyperparameter tuning table.

⬇ Download PDF (Free)
Tier 1
Entry Products — $19 to $49
Reference materials and prompt libraries. Buy once, use forever.
DP-A · Cheat Sheet Bundle
AI/ML Interview Cheat Sheet Bundle
12 print-ready, double-sided reference cards covering every domain tested in ML engineering interviews. 26 pages. Print once, use forever.
12 sheets ML Algorithms Deep Learning Transformers SQL MLOps FAANG formats
$49
Coming Soon
DP-B · Glossary
AI Engineering Glossary & Reference
180+ terms across ML, Deep Learning, LLMs, MLOps, and Data Engineering — defined precisely for practitioners, not for Wikipedia.
180+ terms ML theory LLM concepts MLOps
$29
Coming Soon
DP-C · Prompt Library
LLM Prompt Engineering Playbook
250+ production-ready prompts for software engineers across 8 categories: code review, documentation, debugging, system design, testing, performance, and ML engineering.
250+ prompts Code review Debugging RAG System design
$39
Coming Soon
Tier 2
Core Products — $79 to $149
Complete workbooks and in-depth guides. The core of your interview and career preparation.
DP-D · Workbook
ML System Design Interview Workbook
25 fully worked case studies with complete 7-step solutions. YouTube recommendation, fraud detection, search ranking, content moderation, LLM evaluation — and 20 more.
25 case studies 7-step framework FAANG-level Feature engineering Serving design
$99
Coming Soon
DP-E · Blueprint
Production AI Systems Blueprint
End-to-end architectural reference for building production ML/AI systems. 10 architecture patterns, data pipeline design, training at scale, serving patterns, and 20 production checklists.
10 arch patterns MLOps Data pipelines 20 checklists Monitoring
$129
Coming Soon
DP-F · Playbook
AI Feature Engineering Playbook
15 blueprints for adding AI features to any product: semantic search, RAG assistants, classification, churn prediction, personalization, fraud detection.
15 blueprints PRD templates Effort matrix PM-ready
$99
Coming Soon
DP-G · Handbook
LLM Engineering Handbook
Complete practitioner guide for building LLM-powered applications. Model selection, prompt engineering patterns, RAG architecture, fine-tuning with LoRA, evaluation, and production cost/latency optimization.
RAG design Fine-tuning LoRA/QLoRA Evaluation Cost optimization
$129
Coming Soon
Tier 3
Premium Bundles — $197 to $397
Complete kits combining multiple products with exclusive extras.
DP-H · Interview Kit
Complete AI Engineering Interview Kit
Everything for your interview campaign: 90-day Notion calendar, resume templates (LaTeX + DOCX), mock interview scorecards, and company-specific deep-dive checklists.
90-day calendar Resume templates Mock scorecards 6 company guides
$247 $197
Coming Soon
DP-I · Team Kit
AI Engineering Starter Kit for Teams
For engineering teams adding AI to their products. Includes team AI readiness assessment, project kickoff Notion template, role-specific learning tracks, and a 90-day team roadmap.
Team assessment Kickoff template Role tracks 90-day roadmap
$297
Coming Soon
DP-J · Course
Production LLM Systems — Self-Paced Course
6-module self-paced course: LLM foundations, RAG systems, fine-tuning, evaluation, production serving, and capstone project. Includes GitHub repo access and completion certificate.
6 modules GitHub repo Certificate Self-paced
$347
Coming Soon
Tier 4

Cohort Programs

Structured programs for engineers ready to make a serious investment in their AI career.

AC-A · Self-Paced
AI Engineering Bootcamp
13-week self-paced program with weekly projects, assignments, and a production capstone. Go from software engineer to AI engineer with a deployed system and portfolio.
  • 13 structured weeks with weekly deliverables
  • Production capstone project (deployed publicly)
  • MLflow, Docker, FastAPI, RAG, fine-tuning
  • Private Discord community access
  • Completion certificate + LinkedIn badge
$497
Coming Soon
AC-B · Async Cohort
8-Week Async Cohort Program
Weekly challenges with peer accountability, code reviews, and community. Each week: challenge drops Monday, peer review Friday, solution walkthrough Sunday.
  • 8 weekly challenges (feature engineering → serving)
  • Paired code review with cohort partner
  • Live Q&A (optional, always recorded)
  • Discord cohort community (active peer support)
  • Mentor office hours and code feedback
  • Graduation certificate
$797
Coming Soon
AC-C · Team Training
Cross-Functional AI Team Training
Role-specific learning tracks for engineering, product, design, QA, and management teams. Everyone learns what they need to build AI products together effectively.
  • 5 role-specific learning tracks (20h per role)
  • Shared AI foundations module (Weeks 1–2)
  • Shared capstone: build an AI feature together
  • Private team Slack workspace setup guide
  • Team completion certificates
  • Manager-level curriculum planning guide
$997
Coming Soon

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Google · Meta · Amazon · Microsoft · Stripe · Anthropic · OpenAI and 200+ others

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Production Repos
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Build Logs Published
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Concept Notes Published
Common Questions

FAQ

What format are the products delivered in?
All products are delivered as PDF files. You get an immediate download link after purchase. Cheat sheets are print-ready (A4/Letter). Workbooks and guides are optimized for reading on screen and print.
Do I need prior ML experience?
It depends on the product. The Quick-Start Guide (free) and Glossary are designed for engineers new to ML. The System Design Workbook and LLM Handbook assume you know Python and basic ML concepts. Cohort programs are designed for people actively learning.
Are these products kept updated?
Yes. Major LLM and tooling updates are reflected in new versions. Buyers receive updated versions at no cost. The LLM Engineering Handbook in particular is updated every quarter as the field evolves.
Is there a refund policy?
Yes — 7-day no-questions-asked refund on all products. If you buy something and it doesn't meet your expectations, email support and you'll get a full refund within 24 hours.
How is this different from free content on Medium or YouTube?
These resources are built to be immediately usable, not to drive blog traffic. Every product goes through a production-readiness review: complete content (no "part 2 coming soon"), accurate code that runs, and clear structure designed for reference rather than one-time reading.
Can my company purchase a team license?
Yes. The Team Training program (AC-C) is designed for company teams. For bulk purchases of individual products (5+ seats), contact us at hello@systemdrd.com for team pricing.