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Data · Hamburg

Ibrahim Salah

ML engineer · logistics

Ibrahim teaches the statistics that tell noise from news, on data from trucks, depots and delivery routes.

  • Teaches in English
  • On Waypoint since August 2025
Portrait of Ibrahim Salah

Verified Jun 23, 2025

Machine learning systemsNov 2 · 10 seats left

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4.7

5,330 ratings

About Ibrahim

Ibrahim has spent 10 years in machine learning

Ibrahim builds demand and routing models for a logistics firm, and one of them cut its empty truck miles by a fifth. Five years at a freight forwarder and five at a delivery start‑up came first.

Now

ML engineer

A logistics firm, since 2021

Before

  1. Data scientistA delivery start‑up2016–2021
  2. Operations analystA freight forwarder2011–2016

Checked by Waypoint

14days, four checks

  1. Identity

    We matched a residence permit over video

  2. Current role

    The logistics firm confirmed the role

  3. Work sample

    Two ML engineers reviewed his routing model

  4. Sample lesson

    Twenty learners rated it 4.7

Sample lesson

10 min

“Sample sizes”

Rating from twenty learners

4.7 out of 5

Lesson one is freeMachine learning systems

Start

Courses

What Ibrahim teaches

Three courses and 46,920 learners so far. Ibrahim teaches all three in English, with subtitles in 6 to 20 languages.

Cohorts

Learn with Ibrahim in a live cohort

Thirty learners start on the same Monday, bring the week's work to a live review with Ibrahim each Thursday, and finish together on a Friday you can see before you book your seat.

Live cohort

Machine learning systems

Mon, Nov 2 to Fri, Jan 22, 2027

12 weeks · $149A live review each Thursday

10 of 30 seats left

Reserve a seat

Follow Ibrahim, and the next cohort lands at the top of your dashboard.

4.7(5,330 ratings)

What learners say about Ibrahim

By course

  • 2 months ago

    “The tutor would not hand me the answer, which annoyed me for a week. It is also why I could do it alone in my interview last month.”

    Carlos M.

    A/B tests you can defend

  • 3 months ago

    “The reviewed project got me the interview, and talking it through got me the job. I shared my screen on the call and took them through it.”

    Sofia R.

    A/B tests you can defend

  • 3 weeks ago

    “Two courses in, I still froze at a blank screen. Here every lesson ends with something you write, and the tutor asks what you expect.”

    Maya T.

    Machine learning systems

  • 3 months ago

    “Too slow at the start for anyone who already writes code. It picks up in the second half, but I nearly gave up on it in the first week.”

    Greg P.

    Machine learning systems

  • 4 months ago

    “I started without knowing what a CSV was. Ibrahim never assumed I knew anything, never made me feel slow for asking, and answered every question I posted, even the ones I was embarrassed to ask. By week six I was using what I learned at work, and my manager has since moved me onto the reporting team, where I build the weekly figures for every ward.”

    Amara N.

    Statistics without the proofs

  • 1 month ago

    “Ibrahim pointed at one step in my project and asked how many rows it should return. In five years of spreadsheets, I had never asked myself that.”

    Jonas W.

    Machine learning systems

1–6 of 12

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Watch Ibrahim teach one lesson tonight

Hear how Ibrahim explains a hard idea, then decide whether the course is worth paying for.

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Lesson one of Machine learning systems is free. No card.

A laptop on a white desk by a sunlit window, with shelves of books and plants and an orange armchair beside it