, I wish to breakdown precisely how I used Claude to assist me craft my resume that landed me a $200k+ Machine Studying Engineer supply.
Let’s get into it!
Resume Mindset
Your resume is the one most essential doc in your profession. I spent over 10 hours drafting mine. That’s a whole lot of time, nevertheless it’s precisely why it obtained outcomes.
One thing I inform all my teaching purchasers:
Resumes are extra of an artwork than a science
This isn’t to sound “good”, however reasonably to let you know that there is no such thing as a “definitive” information on what your resume must appear to be.
I will provide you with normal rules and pointers for what a superb resume seems like on this video and how one can optimise it with Claude.
Nevertheless, an excellent resume is ideal for the job you’re making use of for.
Tailoring your resume is the last word cheat code and the simplest solution to tailor a resume is thru having a “grasp” resume that has every thing on it.
Don’t fear in regards to the size, what number of bullet factors you might have or the variety of applied sciences you checklist.
Then, you create a resume tailor-made to the job description and position by eradicating pointless or irrelevant data.
It’s a lot simpler to subtract than add, and it’s a a lot faster methodology to tailor your resume to each software.
Basic Construction
Earlier than letting Claude go wild in your resume, you want a strong underlying construction.
We want tough sections and uncooked content material that give the AI sufficient to work with so it really “will get” the tone, achievements, and general vibe you’re going for.
I’ve tried producing a resume from scratch with Claude, and it doesn’t work properly. You continue to must feed it your technical abilities, expertise, and schooling for it to draft one thing first rate.
In my expertise, it’s far more practical to begin with a tough draft utilizing a clear template, then have Claude optimise it right into a prime 1% resume.
Let’s break it down part by part, so you already know precisely what to incorporate.
Design & Format
Folks overcomplicate resumes a lot. Your resume must be clear, easy, and, to some extent, boring!
No fancy formatting, colors, and undoubtedly no multi-columns.
All we want is black textual content, constant readable fonts and bullet factors.
In order for you a confirmed template that has landed me and my purchasers $200k+ job gives, then I like to recommend checking my template linked under:
Information Science & ML Resume TemplateGet the precise resume that landed me $200k+ information science & ML offersresume.egorhowell.com
Construction
Construction can differ, and it is best to tailor it to every position. The aim is to get crucial data showcasing your match for the job into the highest third of the web page.
Nevertheless, normally the next works properly for almost all of instances.
Header
Abstract Assertion
Expertise
Expertise
Tasks
Schooling
You solely actually need the primary 4 sections within the majority of instances.
Header
All you want is:
Your identify.
Job title or the way you see your self. (Put information scientist if unsure, don’t say “aspiring”).
Contact particulars.
Location.
Related hyperlinks like LinkedIn, GitHub, Medium, Kaggle and so forth. Not more than 4.
One factor to make sure is that the hyperlinks work.
Abstract Assertion
A abstract part used accurately can immediately inform the recruiter that you’re match for the job; it will also be a detriment in the event you spew garbage and fill it with an excessive amount of exaggeration.
You realistically ought to solely have a abstract part after 2+ years of expertise within the subject, because it lets you “summarise” your experience and showcase the outcomes you might have generated.
There’s a slight exception, although: if you end up altering roles. That is to supply the recruiter with context on your software based mostly in your earlier expertise.
Years of expertise.
Exhibit outcomes.
Specialisms.
No fluffy language reminiscent of “passionate,” “decided,” or “hard-working”
No cliches or imprecise language.
There isn’t a “right” abstract as it should actually rely in your scenario and the position you’re making use of for.
Technical Expertise
For information science jobs, technical abilities are so essential and you’ll instantly be filtered on these, therefore why it is best to have them proper on the prime of your resume.
It is best to solely have three rows for this part
Languages — Cut up by Proficient and Acquainted:
Proficient — Programming languages you are feeling comfy working in.
Acquainted — Programming languages you might have labored previously with, however not overly assured in the intervening time.
Applied sciences — Listing instruments you might have labored with or really feel comfy working in e.g. AWS, Git, Docker, GCP, Linux, Bash.
Expertise
That is probably the most important a part of your resume, however arguably probably the most difficult to get proper.
Begin by drafting your expertise bullet factors after which we’ll refine them with Claude to make them actually standout.
Nevertheless, the higher your drafts are, the higher Claude will optimise them, so begin with the next:
3–5 bullet factors max expertise.
Don’t use your precise job title; you’re allowed to be “inventive” and make it sound extra spectacular, so it stands out.
Solely have expertise that’s related for the job.
Weight your most up-to-date expertise extra, or the expertise most related to the position.
Use lively motion verbs on a regular basis, like “developed,” “led,” “optimised,” “generated,” and “improved” because it’s clear you probably did the work.
Weave in technical particulars, don’t be too scared to be too granular and stuff in key phrases.
Use numbers, metrics and particularly monetary impression in each bullet level. For those who wrestle with this, it’s the place Claude will turn out to be useful and I’ll present you ways to do that in a while.
Tasks
Tasks are similar to expertise, nevertheless it’s typically exhausting to measure enterprise impression as a result of the work isn’t for the enterprise.
Both manner, you must consider them as expertise as a result of that’s the closest “expertise” it’s a must to the job position in case you are including this part in.
Listed here are some normal rules to observe:
Make sure that to make use of numbers and metrics, as you’ll for the expertise, in each bullet level.
Present hyperlinks to your tasks, and ensure they really work.
Make sure that your undertaking’s GitHub or portfolio web site is properly laid out, with a transparent README.
For those who can add unit checks, a entrance finish dashboard or web site and another end-to-end applied sciences you used to constructed the undertaking.
When you’ve got many tasks, add probably the most related ones for the position you’re making use of for
Schooling
This part doesn’t have to be too sophisticated, all you want is:
College and diploma
Grade or anticipated (if its good, if not go away it clean)
Commencement or anticipated commencement date
Following these checklists will provide you with a sufficiently good resume that we will now use Claude to optimise even additional.
Claude Optimisations
I wish to go over the three most impactful optimisations Claude can do on your resume.
Monetary Influence
Lots of my purchasers inform me how exhausting it’s to hyperlink their work to monetary impression.
To be blunt about it: in the event you work for an organization, every thing you do ties again to monetary impression indirectly. They make use of you to generate a return in your wage.
So there’s all the time a solution to join your work to the underside line; you simply must get inventive with it.
Enter Claude.
You may not instantly see how your work connects to monetary impression, however Claude might help information you thru that course of.
I need you to make use of this immediate:
“[Paste your bullet or task description here]”
Stroll me by means of this step-by-step:
Ask me clarifying questions on what this process/undertaking really did — the size, who used it, what course of it touched.
Establish the doable monetary levers this work may plausibly hook up with (e.g. price financial savings, income progress, time saved, threat/error discount, retention, effectivity features).
For every lever you determine, inform me precisely what information or numbers I’d want to seek out to quantify it (e.g. “hours saved per week x hourly price of that position” or “% discount in errors x common price per error”).
Inform me the place I’d realistically discover that information (my very own undertaking notes, crew dashboards, a supervisor, finance/ops crew, and so forth.).
As soon as I carry again the numbers, assist me rewrite the bullet in an “motion → methodology → quantified consequence” format.
Don’t invent or estimate any numbers on my behalf — solely assist me determine what to search for and how you can calculate it as soon as I’ve the actual information.
And let’s say I give it this bullet level from my resume:
Produced a collection of CatBoost fashions to foretell threat costs. This concerned constructing an automatic modelling pipeline in Databricks utilizing MLflow with optimised coaching utilizing Bayesian Hyperparameter Tuning (Hyperopt).
I’ll skip all of the boring again and fourth particulars you will have go into, however a rewrite of this bullet level might appear to be this:
Constructed an automatic CatBoost threat pricing pipeline in Databricks (MLflow, Bayesian hyperparameter tuning), lowering mannequin retraining time from [X hours] to [Y hours] per cycle and bettering pricing accuracy by [X]%, contributing to a [X]% enchancment in loss ratio.
Tailoring & Eradicating
Most individuals have used Claude to tailor their resume to sure roles, however I really don’t like this as a result of it finally ends up making issues up.
What’s higher is just to ask it to take away irrelevant data out of your grasp resume to make it solely a web page lengthy.
That is extremely easy, and to be trustworthy you are able to do this your self, however I discovered the AI can be very ruthless in comparison with myself.
ATS & Job Description Alignment
It is a distinctive one, and it’s not merely asking Claude to stuff key phrases, however reasonably re-write current phrases to be extra aligned.
You wish to use it to check your resume’s language towards the job description’s language, and flag the place you’re utilizing completely different phrases for a similar ability (e.g., you wrote “forecasting mannequin,” the job posting says “predictive analytics”).
Many ATS programs and recruiters scan for exact-match phrases.
Here’s a pattern job description excerpt (Senior Information Scientist, Retail/E-commerce):
We’re in search of a Senior Information Scientist to guide predictive analytics initiatives throughout our provide chain. You’ll construct machine studying pipelines for demand forecasting, work with MLOps finest practices, and talk enterprise impression to stakeholders. Expertise with cloud platforms (AWS/GCP/Azure) and hyperparameter optimisation is important.
My bullet level was:
“Applied a brand new recipe recognition forecast machine studying mannequin utilizing LightGBM that improved the lead day 5 forecast by 33%. Algorithm was deployed on AWS by means of lambdas and step features.”
Advised rewrite from Claude to shut the gaps:
“Constructed a predictive analytics mannequin for recipe demand forecasting utilizing LightGBM, bettering 5-day-ahead forecast accuracy by 33% and producing £500,000 in annual meals waste financial savings. Deployed on AWS through Lambda and Step Features as a part of an automatic MLOps pipeline.”
These are very delicate modifications, however bettering all these little issues by 1% compounds and makes you standout massively.
Implementing every thing I’ve talked about on this article from the basics to optimising with Claude will genuinely make your resume within the prime 1%.
Nevertheless, a superb resume alone is not going to get a $200k+ machine studying job, you additionally must grasp networking and all the assorted interviews.
If you wish to pace run that course of, then I like to recommend you apply to code to careers the place we might help you do precisely that!
Apply right here!
See you quickly!
