Build 6 Production AI Systems In 8 Weeks
Leave with 6 shipped Production-Grade AI Artifacts in 8 weeks, proving you are the Top 1% AI Expert...Or I will Pay You Back.
Actual Workflow Preview
We build deployable, dockerized software.
We write Python, optimize latency, and manage memory.
Live code reviews with a Senior Architect.
Accelerator Protocol
I Don't "Teach" I Train
Most bootcamps are extended YouTube playlists. This is a simulation of a high-performance engineering & leadership team.
VELOCITY OVER THEORY
We don't spend weeks on PowerPoint slides. We treat every Tuesday and Thursday as a Ship Day. You will push code to production faster in 8 weeks than most engineers do in 2 years.
RUTHLESS CODE REVIEWS
Bad habits are expensive. I don't just pat you on the back. I review your Pull Requests. I will roast your security flaws, latency bottlenecks, and spaghetti code before a hiring manager sees it.
NO JUPYTER NOTEBOOKS
Data Scientists live in notebooks. AI Architects live in IDEs. We build deployable, containerized software (Docker/FastAPI) that runs in the real world, not just in a browser tab.
BLEEDING EDGE STACK
University curriculums are 5 years behind. We are 5 minutes ahead. We use the tools that just dropped last week (LangGraph, Unsloth, vLLM). You will know the stack before the recruiters even know how to spell it.
INNER CIRCLE NETWORK
You become the average of the 5 people you build with. Here, you are not surrounded by beginners asking how to install Python. You are surrounded by CTOs, Senior Devs, and Founders.
INTELLECTUAL PROPERTY (IP)
You own every line of code you write. You aren't building my projects, you are building your portfolio. You leave with 6 assets that you can sell to clients ($5k+) or show to employers.
I Don't Just Teach AI - I Define The Conversation
My technical breakdowns are read by 250k+ Leaders & Engineers at Google, Meta, Amazon, Microsoft and more every week.
These are just the public highlights. The strategies inside AI Engineer HQ are the ones I don't share publicly because they provide an Unfair Advantage. If you want the 'Alpha' that isn't on YouTube, you need to get inside.
Meet Your Instructor
Microsoft
MVP
Himanshu Ramchandani
I don't build toy apps. I have architected 100+ Data & AI systems for high-stakes industries including Energy, Healthcare, and Law Enforcement.
In those fields, if an AI hallucinates, people get sued or hurt. That is the standard I bring to this Accelerator.
I built MasterDexter for one reason: The traditional education system is lying to you. They sell you theory that was outdated 6 months ago.
My promise to you
No Fluff
We deal in Production Code and Business Impact.
Tough Love
I am not here to hold your hand. I am here to review your Pull Requests, tear apart your bad habits, and rebuild you into the type of Engineer that companies are desperate to hire.
If you want to learn from a theorist, go to University.
If you want to learn from a Builder, welcome to HQ.
Curriculum Outline - [Outcome-based Learning]
8-WEEK SPRINT
Every module ends with a deployed system. Here is your roadmap to mastery.
Phase 1 - The Systems Foundation
Building the infrastructure & foundational understanding for advanced AI artifacts
Advanced Python & Containerization
Docker, Sandboxing, and Asynchronous Python
Edge Inference Optimization & LLM Observability
Quantization, Observability, and Evaluation
Phase 2 - The Artifacts
Building 6 Master-Level Artifacts
Offline-First RAG System with Quantized SLMs
Build a desktop app that chats with sensitive documents completely offline. Zero data leaves the device.
Self-Healing Coding Agent with Stateful Agentic Loops & Dockerized Execution
Build a CLI loop that writes code, runs it, reads the error logs, and fixes its own bugs until tests pass.
Real Time Low-Latency Full-Duplex Audio Streaming Server
Build a Voice-to-Voice AI capable of high-speed negotiation. Must handle interruptions and respond in <500ms.
Synthetic Data Generation & Parameter-Efficient Fine-Tuning (PEFT) Specialist Model
Create a pipeline to fine-tune a small 8B model to outperform GPT-4 on a specific niche task.
Event-Driven Workflow Orchestration & Human-in-the-Loop System
Build a backend that listens to Slack/Jira events and executes complex multi-agent workflows with human approval gates.
Hybrid Retrieval Memory Systems (Vector + Graph)
Build a 'Digital Twin' that remembers user details and mimics writing style using Graph + Vector memory.
Phase 3 - The Launch
Graduation and career transformation
Portfolio & Career Launch
Complete your AI Engineer transformation with career planning and professional portfolio development
This Years Cohort 1 will Start - 24th February 2026. Limited to 50 Spots Only
3.7k+ GitHub Stars
Build real-world AI agents that solve business problems and showcase professional-grade implementation skills
What Graduates Say
Real results from real builders who transformed their AI Engineering skills.
"Past courses on ML foundations and Gen AI have been very useful in my work. I have been able to apply the concepts learned in real-world projects."
"My Experience with Himanshu Ramchandani's Course on Generative AI has been a game-changer for me. As someone deeply involved in data management, analytics, and business intelligence, I was looking for ways to integrate AI-driven automation into my workflows. This course provided both theoretical depth and hands-on experience, making it highly valuable for professionals like me."
"I have made my transition to AI from being in the mechanical engineering field."
"Significant increase in skills sets in ML domain and also in the field of Generative AI. The course is well structured and covers all the essential topics."
"Improved the understanding of the concepts and also the hands-on experience was very useful."
"Himanshu has great skill to explain complex concept in simple way."
"Himanshu's approach of building solid foundation and diving in depth on new concepts providing hands on sessions has really benefited to learn the new concepts quickly."
"The course was designed for everyone to enjoy and work hands-on. Most AI learning felt boring and theoretical to me, but this Accelerator made me actually enjoy learning. The practical approach and real-world examples made learning engaging and effective. I now get excited about technical sessions instead of dreading them."
"This course is an excellent learning experience for both beginners or those with some experience. I was intimidated at first, unsure if I could keep up, but the structured approach with case studies made complex topics manageable. Community support is the best thing - Himanshu is available when we need help, and I never felt alone in my learning journey."
"Training from Himanshu has helped me a lot. The course is designed from zero to hero, which was perfect since I started with no AI knowledge. Along with the training, we work hands-on, and the great part is Himanshu is there to guide us. I now stay current with the latest technology changes, which seemed impossible when I was overwhelmed at the beginning."
"The production deployment module alone is worth 5x what I paid for this course. I could build models but had no clue about production deployment - I was stuck creating prototypes. Now I confidently deploy AI systems with so many practical tips that aren't documented anywhere else. This knowledge transformed my capabilities completely."
"Himanshu's expertise in AI was instrumental in demystifying the field for me. AI felt like a complete mystery and I had zero confidence about entering this space, but his guidance provided a clear path for my successful career transition. He didn't just teach concepts - he boosted my confidence and made me ready for success."
"Last time I only attended 2 sessions due to work-related priorities, but I couldn't join the rest of the classes. Even so, the initial classes were very insightful and completely changed my perspective on AI. I thought it would take years to understand these concepts, but just those sessions gave me incredibly valuable insights and clear direction."
"It's really helpful and Himanshu is an excellent professional. His teaching style makes complex concepts easy to understand, which completely transformed my learning experience. I used to feel frustrated and stuck, but now I actually enjoy learning these concepts. His approach turned what seemed impossible into something accessible."
"Very positively impressed. Himanshu dives deep into the foundations, making sure all relevant topics are covered with proper depth and clarity. My AI knowledge was shallow before, but now I have solid understanding instead of surface-level knowledge. The transformation in how I grasp complex topics has been remarkable."
"Good course structure and content. I was worried about finding something that taught practical skills instead of just theory, but this completely exceeded my expectations. The course is well-structured and covers all essential topics. The hands-on projects were particularly beneficial - I'm now building real projects instead of just reading about AI."
"I am incredibly grateful to have had the opportunity to work and learn under Himanshu's guidance. He is an exceptional mentor and true expert in Data Science, Machine Learning, AI, and Generative AI. I felt lost in this vast field before, but his outstanding teaching skills make complex concepts easy to understand and turned my confusion into confidence."
"Himanshu's courses have been instrumental in my professional growth. I was stuck in traditional software engineering with no clear path to AI, but the comprehensive curriculum and practical approach helped me transition into AI engineering successfully. What seemed like an impossible career change became achievable through his guidance."
Is this Accelerator for you?
Not for students But for Builders. Read this carefully. If you do not fit the profile, please save your money.
THIS IS NOT FOR YOU IF...
You have never written a line of Python and are still learning what a variable is.
You think Prompt Engineering is a career and just want to type into ChatGPT.
You are looking for a passive income scheme rather than hard engineering work.
You are afraid of the Command Line and need a GUI for everything.
THIS IS EXACTLY FOR YOU IF...
You are a Dev or Leader who knows that without AI skills, you will be obsolete in 24 months.
You are stuck in Tutorial Hell and need to bridge the gap between watching videos and shipping code.
You are a Data Scientist who can train models but struggles to deploy scalable APIs.
You are a Technical Founder who wants to build your MVP this weekend without hiring a CTO.
If you found yourself nodding your head in the Green Column... you are the reason I built MasterDexter. You are the sleeping giant. Let's wake you up.
GLOBAL SCHEDULE
3 Live Sprints every Tuesday & Thursday. Switch slots anytime.
APAC SPRINT
India Morning • Singapore • Australia
EMEA SPRINT
India Afternoon • UK • Europe
AMERICAS SPRINT
USA • Canada • India Evening
Conflict? Switch slots anytime. If you missed any sessions? recordings uploaded within an hour.
Choose Your Velocity
You can learn alone, you can learn with us, or you can build directly with me.
ARCHIVE
Self-Starters & Lone Wolves
"I just want the information."
Get Instant AccessWhat's Inside:
- Instant Legacy Access 2025 (Previous Cohort Content)
- Weekly 2026 Drops (Delivered weekly as we build them)
- Codebase Access
- ❌ Live Q&A Sessions
- ❌ No Personal Code Reviews
- ❌ No Certification
- ❌ No Private Discord Community
- ❌ No Risk Free Guarantee
MASTERDEXTER
Or 3x $750 - Email me
"I want the Portfolio, the Network, and the Guarantee."
SECURE MY SPOT IN COHORT 1Strictly Limited to 50 Seats
What's Inside:
- ✅8-Week Live Build Sprints
Build and ship 6 Production-Grade Artifacts.
- ✅Premium Community Access
Join a private network of serious AI builders for collaboration and industry connections.
- ✅Proprietary Codebase Access
Full GitHub access to 6 artifacts, open source, and more.
- ✅Code Reviews 1-on-1 mentoring
Personal feedback on your architecture and logic.
- ✅Risk-Free Guarantee
Risk-free for the first 7 days and satisfaction after completion.
- 🎁BONUS 1 - Agentic Systems Blueprint
- 🎁BONUS 2 - AI Math Blackbox Decoded
- 🎁BONUS 3 - AI Production Architectures Swipe File
- 🎁BONUS 4 - AI Engineer's Second Brain
- 🎁BONUS 5 - AI Agents Use-cases Encyclopedia & Implementation
- 🎁BONUS 6 - LinkedIn Authority Engine (Priceless)
INNER CIRCLE
Founders & Enterprise Architects
"I need speed and direct access."
Apply for Inner CircleStrictly Limited to 5 Seats
What's Inside:
- Everything in MasterDexter
- 3x 1-on-1 Strategy Calls
- Business Logic Architecture Review
- Direct Intro to Hiring Partners
- Lifetime Community VIP Status
Buying for a team of 5+? or Need your company to reimburse this?
Email me here: connect@himanshuramchandani.coRisk-Free Guarantee
Join the cohort. Access the codebase. If by Day 7 you feel this isn't the highest-ROI engineering training you have ever taken, email me.
I will refund 100% of your money. No questions asked.
If you complete the work, you build the 6 Artifacts, attend the sessions and you still don't feel confident as an AI Systems Architect?
I will personally coach you 1-on-1 until your portfolio is hired-ready.
ROI Reality Check
See why MasterDexter HQ delivers 10x the value in 1/10th the time
| Feature | University Master's | Generic Bootcamps | MasterDexter HQ |
|---|---|---|---|
| Curriculum | Theory from 2020 | "Hello World" Demos | 2026 Production Stack |
| Instructors | Academics | Content Creators | Enterprise Architects |
| Output | A Thesis Paper | A Toy Chatbot | 6 Deployed Systems |
| Speed | 2 Years | 6 Months | 8 Weeks |
| Code Review | ❌ None | ❌ Peer Review | ✅ Ruthless Expert Review |
| Investment | $50,000+ | $10,000+ | $1,997 |
| Outcome | Debt | "Certificate" | $150k Career |
AI Engineer HQ Bonuses
BUT WAIT... THERE'S MORE.
I want to make sure you have ZERO excuses. So I am stacking these bonuses to guarantee your success.
BONUS #1 - Agentic Systems Blueprint
Value - $497
Don't guess how to structure your agents. This is the exact step-by-step blueprint for designing autonomous systems that don't get stuck in loops.
Format: Implementation Manual
BONUS #2 - AI Math Blackbox Decoded
Value: $297
Most engineers fear the math. You don't need a PhD. This guide strips away the academic fluff and gives you the raw logic you need to understand Transformers and Attention mechanisms instantly.
Format: Rapid Reference Guide
BONUS #3 - AI Production Architectures Swipe File
Value: $997
Stop designing from scratch. Here are 14 battle-tested architectures for RAG, Voice, and Multi-Agent systems. When you have a new project, open this, pick a pattern, and build.
Format: Visual Architecture Library
BONUS #4 - AI Engineer's Second Brain
Value: $1,497
You can't memorize everything. This is your encyclopedic reference for every edge case, library, and tool in the AI stack. When you get stuck, the answer is in here.
Format: Searchable Knowledge Base
BONUS #5: AI Agents Use-cases Encyclopedia & Implementation
Value: $497
"What can I actually build?" Here are 30 specific, profitable agent ideas broken down. Use these to pitch clients or build your next startup.
Format: Use Cases Based Collection
BONUS #6: LinkedIn Authority Engine
Value: Priceless
Problem: "I built the portfolio, but my LinkedIn reach is zero. Recruiters aren't seeing my work."
Solution: You don't build in silence. You join our LinkedIn Algorithm Alliance.
How it works:
- • When you ship an Artifact and post it on LinkedIn, the entire cohort (50+ Builders) engages with it immediately
- • You hack the LinkedIn algorithm together
- • Your work gets pushed to thousands of CTOs and Founders
Outcome:
You don't just get likes, you get Inbound Job/Contract Offers.
Format - Community & Algorithm Strategy
Total Value - $3,785 + Priceless
Your Price - FREE (Included in Cohort)
More from Professionals
Additional feedback from professionals who have experienced our programs
"A Detail-oriented explanation of the structure of the project was very insightful and motivating to build one for myself."
"It was a helpful and informative session. It helped me to clear my doubts over interview processes in AI ML role as well get amazing tips for improving my tech skills and tech journey."
"Himanshu is a fantastic guy. He is very knowledgeable and a true guide/mentor. Himanshu discussed multiple things regarding Data Science, the issue I was facing and was very patient while explaining things to me. I recommend Himanshu as a mentor to everyone."
"Such an insightful conversation! Himanshu sir knows how to streamline the process. There is no dearth of material over the internet, but the idea of streamlining it for an absolute beginner- it is motivating. His aura is simply unmatchable- sharing deep knowledge but catering to the level of your understanding. Thank you so much for your precious time and efforts, sir. I highly recommend to schedule a session with him if you seek clarity on your future endeavors."
"I had the pleasure of receiving AI strategy advice from Himanshu, and I couldn't be more impressed with the experience. Himanshu took the time to thoroughly understand my unique needs and provided insightful, world-class advice that will be valuable to me. His expertise and dedication were evident in every interaction, making the complex world of AI both accessible and actionable for me. I highly recommend Himanshu for anyone seeking top-notch AI strategy guidance."
"Your own expertise and contributions in the field is inspiring. You have curated and simplified the roadmap with the study resources very well. I am looking forward to get the insights from your knowledge and experience during live classes for my endeavours in the career transition."
Frequently Asked Questions
What are the timing for live sessions?
We have 3 timing slots for 2026 cohorts [8 AM IST, 2 PM IST & 7:30 PM IST] every Tuesday and Thursday. Wokshops, guest sessions will be on Sunday (9 AM IST) along with Q&A, and project showcases.
Am I too beginner?
No. If you know Python basics, you are ready. We abstract away complexity and focus on practical building.
Is this production-ready?
Yes. We will ship 6 artifacts with production-grade codebases, ready to deploy and showcase.
How much time investment? Can I take this course while working full-time?
6-8 hours/week max. (2 live 90-min sessions + 3-5 hours of flexible project work). Manageable for professionals.
What are the prerequisites?
Basic computer science knowledge and basic Python are required to complete the projects but not needed to follow the lectures and live sessions.
Will I get job support?
Yes (MasterDexter Tier). All tiers get portfolio guidance. Premium gets 1-on-1 coaching, resume review, and lifetime peer community network.
What if I miss out on one of the live classes?
Yes, recordings will be shared with you approximately 30 minutes after the live session ends. You will have a lifetime access to the recordings and materials, so you can catch up at your own pace.
What happens after I enroll?
You will get access to a private group of peer network link that you should join to begin your journey.
How long is each live session?
Each session will be of 90 minutes.
I am in a leadership position, can I join?
Yes, this Accelerator is specifically designed for both leaders and professionals.
Is this accelerator hands-on?
Yes, this is a highly practical accelerator with multiple industry-level AI systems you'll build throughout the program.
I don't have programming experience, can I still join?
Yes, but we recommend learning basic Python first. Check out our prep materials to get started with the fundamentals.
Will I receive a certification?
Yes, you will receive a certification upon successful completion of the accelerator. But your portfolio will speak 10x more than the certificate. We focus on building real-world projects that you can showcase to employers and clients.
What's the refund policy?
If you feel the course isn't right for you, email us within 7 days of enrollment for a full refund (connect@himanshuramchandani.co), no questions asked or check the Risk Free Guarantee section above.