$300 / month
2 calls per month (45min/call)
Unlimited Q&A via chat
Expect responses in 24 hours or less
Hands-on support
Over the past few years, I’ve helped 100+ mentees prep for interviews and accelerate their careers in ML engineering, data science, and applied research. My mentoring is high-signal and efficient: relaxed, supportive, but highly structured, so you improve fast without burning out. We align on target roles + timeline, diagnose gaps, then execute a focused plan with mocks, sharp feedback, and reusable frameworks.
If you’re feeling AI-FOMO as the field moves fast, I’ll help you cut through the noise and focus on what actually matters for interviews and real jobs, core ML/LLM fundamentals, system design trade-offs, and the few skills that compound. And if Big Tech is your dream, I’ll help you break in.
Mock formats I offer:
1. ML System Design: I coach you to hit the right signals, clear problem framing, metric choices, latency/cost trade-offs, and crisp end-to-end architecture (data → features → models → serving → monitoring), plus common failure modes.
2. Coding Interviews: Pattern-first prep, not random grinding, clean approach, edge cases, complexity, and confident “think-aloud” communication that earns points even when you’re stuck.
3. Behavioral Interviews: We build a story bank, tighten CARL structure, and sharpen your impact narrative so your leadership/judgment comes through clearly.
4. Data Science & A/B Testing: Practical experiment design/analysis, power, bias, logging issues, interpretation traps, and exactly how to avoid the “gotchas” interviewers love.
5. Product Case Studies: Metric trees, hypothesis-driven analysis, and decision-ready recommendations, so you sound like a product-minded ML/DS partner.
6. Statistical Modeling & Theory: Explain concepts simply while signaling rigor (assumptions, identifiability, uncertainty) and knowing when “good enough” beats overfitting.
If you want direct guidance, faster progress, and interview-ready polish, reach out and let’s map your next step.
A bit about myself –
I’m currently a Machine Learning Engineer at Meta, where I build large-scale ML systems powering ads ranking, retrieval, and personalization, including agentic AI workflows that can plan, call tools, and iteratively improve within tight safety and latency guardrails. My work spans end-to-end signal mining (logs → features), feature engineering/feature store pipelines, model development and evaluation (offline metrics + online A/B tests), and productionization at scale (distributed training/inference, low-latency serving, monitoring, and drift/quality dashboards).
Previously, I was a Data Scientist at eBay, where I developed learning-to-rank models for search using behavioral signals and experimentation, connecting millions of users with relevant content by improving candidate generation and ranking quality. With a PhD in Statistics and hands-on industry experience, I build robust, scalable ML systems for high-traffic, real-time products.
I’m happiest when my mentoring helps someone feel more confident and less stuck.
5 out of 5 stars
The last two months have helped me immensely in improving my coding interview skills. Amal pointed me to many resources that were personalized to me and were specific to the problem set that I was working on. Amal has been providing many actionable feedback items after each of our sessions. I've been carrying those into my practice sessions, which have improved my confidence a lot!
Standard Plan • 7 months
5 out of 5 stars
I have been working with Amal for a little under 6 Months. My goal was to set a roadmap and work towards an Applied Machine learning/ML engineering roles at big tech. I'm glad to say that I have achieved my goal finally and I will be joining Microsoft as an applied scientist. Amal has helped me a lot through all steps of the process. - Preparing and studying for interviews - Coding Round Mocks - System Design Mocks - Resume Reviews - Behavioural scenario preparation I'm excited to continue working with him and excelling in my career. If you are in a position where you need structured guidance, I would highly recommend working with him, he can help you improve not just your interviewing skills, but also your overall profile in general.
Standard Plan • 6 months
5 out of 5 stars
We had a couple of behavioral interview sessions. Amal gave a really nice framework on how to think about behavioral interviews, what to focus on, and what signals interviewer is looking for. My confidence interviewed after a couple of mock sessions.
Standard Plan • 6 months
Notify me when Amal has new spots
We will send you a quick email if Amal has new open spots for mentorship, and only in that case!
Book a free intro call with Amal
Connect with Amal in a quick call (usually under 30 minutes)
One-off sessions with Amal
One-off sessions are a great option if you're looking for specific advice on a certain topic.
Having a good resume on hand when going on the job hunt is crucial, and will make your search a lot easier. Even if you're …
Some big interviews coming up? In this 1-hour session, a mentor with hiring experience will act as a technical interviewer and ask you some standard …
What's included in the trial?
Every trial is a little different–here's what Amal says about their trial:
We'll meet for a quick call (usually under 30 minutes) where we:
- Break the ice and introduce ourselves
- Discuss your goals and how I can support you
- Coordinate logistics like time zones, meeting frequency, and communication methods
