Amal Agarwal

ML Software Engineer @ Meta (IG Ads)
5.0
(22 reviews)
10+ years in Data and Machine Learning
United States of America Active today Usually responds in half a day

Services

$300 / month

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  1. 1 Free 7-day trial
    No charge until day 7. Cancel anytime.
  2. 2 Ongoing calls + chat
    2 × 45-min calls per month, unlimited Q&A. Replies in 24 hours or less.
  3. 3 No lock-in
    Month to month, no contract.
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MentorCruise summary

Amal is an ML Software Engineer at Meta, working on Instagram Ads. He has more than 10 years of experience in data and machine learning, previously built learning-to-rank systems at eBay, and holds a PhD in Statistics. He helps candidates prepare for ML and AI interviews, improve resumes and technical communication, and move into machine learning engineering roles.

Based on 19 verified mentee reviews

  • Reviewers often praise his structured interview plans across coding, ML system design, and behavioral preparation.
  • Mentees value his detailed, actionable feedback on resumes, mock interviews, and written responses.
  • Several reviewers praise his quick, thoughtful responses between sessions and his willingness to spend extra time when needed.

About

Trying to break into Big Tech, transition into AI Engineering, or move to the next level in your career?

Since 2020, I’ve helped 100+ mentees prepare for interviews and accelerate their careers in Machine Learning Engineering and AI Engineering. About 85% received offers within six months of mentorship.

My mentoring is practical, structured, and personalized. We define your target role and level, identify the gaps holding you back, and build a focused plan around the skills and interview signals that matter most.

Whether you are targeting hyperscalers such as Meta, Google, Amazon, Microsoft, Netflix, and NVIDIA, frontier AI labs such as OpenAI and Anthropic, a startup, or an internal promotion, I can help you deepen your technical skills, communicate your impact, and position yourself for your next opportunity.

I help mentees prepare for ML and AI roles involving LLMs, RAG, embeddings, vector search, reranking, agentic AI, tool calling, planning, memory, evaluation, guardrails, serving, and monitoring.

Mentoring and mock interviews:

1. ML, LLM, and Agentic AI System Design
Includes a free copy of my ML system design book. We cover problem framing, metrics, retrieval and ranking, RAG, vector databases, tool-using agents, memory, evaluation, latency and cost trade-offs, safety, serving, monitoring, and production design.

2. Coding Interviews
Pattern-first preparation focused on problem solving, edge cases, complexity, and confident communication.

3. Behavioral Interviews and Career Growth
Build a strong story bank, sharpen CARL responses, quantify impact, and communicate leadership, ownership, judgment, influence, and technical vision. I also help you demonstrate the scope and impact expected for promotions and senior roles.

4. Data Science and A/B Testing
Practice experiment design, power, bias, metric selection, logging issues, interpretation traps, and common interview traps.

5. Product Case Studies
Build metric trees, diagnose product problems, prioritize hypotheses, connect ML improvements to business outcomes, and deliver clear recommendations.

6. Statistical Modeling and ML Theory
Review assumptions, uncertainty, calibration, causal inference, ranking metrics, and model selection.

I’m a Machine Learning Engineer at Meta, building large-scale ML and AI systems for ads ranking, retrieval, personalization, and agentic AI. My work spans experimentation, distributed training and inference, low-latency serving, monitoring, and tool-using AI systems.

Previously, I was a Data Scientist at eBay, where I developed learning-to-rank systems for search. I also hold a PhD in Statistics.

You need a clear target, honest feedback, deliberate practice, and guidance tailored to the role and level you want.

Message me with your target role and biggest challenge, and let’s map the shortest credible path to your next ML or AI Engineering role or promotion.

Substack: https://cognicoreai.substack.com/subscribe

What mentees say

5 out of 5 stars

Amal has been a great mentor, he worked with me to get my resume to a much stronger version then what we started with. Not only that, he guided me well on the prep part too. Thanks a lot Amal for our sessions, they were super useful.

Ayush

Ayush

Lite Plan • 3 months

5 out of 5 stars

Amal has been incredibly helpful throughout my interview preparation. He took the time to understand where I needed help and worked with me to create a clear, practical plan to reach my goals. What I really appreciate is how approachable and responsive he is. He is always quick to respond to questions, and he often goes beyond the scheduled time to make sure I fully understand the topic or get the help I need. Amal is also very good at identifying the areas that are holding me back and then helping me break them down into manageable steps. His guidance has made my preparation much more focused and structured. I’m really grateful for his support and would highly recommend Amal to anyone looking for a thoughtful, supportive, and committed career mentor.

Aghil

Aghil

Standard Plan • 1 month

5 out of 5 stars

I had a great experience working with Amal as my mentor. He was incredibly helpful in preparing me for behavioral interviews, providing clear structure and actionable feedback that made a real difference in my confidence and performance. Amal took the time to understand my background and tailored our sessions to highlight my strengths while improving areas where I needed more clarity. His guidance on framing answers, telling compelling stories, and handling common behavioral questions was especially valuable. What stood out most was his practical approach—every session left me with specific improvements I could apply immediately. I feel much better prepared for interviews thanks to his support. I would highly recommend Amal to anyone looking to strengthen their behavioral interview skills.

Satya

Satya

Standard Plan • 9 months

Satya wrote 4 more reviews for the same mentorship

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.

Satya

Satya

5 out of 5 stars

Amal has been incredibly helpful in preparing me for both ML system design and behavioral interviews. Through our mock sessions, he provided detailed and actionable feedback on how to structure my responses for both junior and senior IC roles. His guidance on refining key concepts and building strong mental models has been invaluable in improving my interview performance.

Satya

Satya

5 out of 5 stars

Satya

Satya

5 out of 5 stars

I had a great mentorship session with Amal focused on transitioning from SWE into MLE. He provided clear, practical advice on how to navigate the switch, including which skills to focus on, how to build a strong portfolio, and ways to break into the field. Amal was encouraging, knowledgeable, and generous with his insights. I left the session with much more clarity and confidence about my next steps. Highly recommend speaking with him if you're considering a similar career move!

Satya

Satya

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What happens when you start

You tell Amal your goals. They see exactly what you want to work on before session one.

You meet within days. Amal reviews your application and books your first session, usually within a day or two.

You leave with a plan. Concrete next steps and a weekly rhythm from your very first week.

Start your mentorship