What is an NLP Internship at TechWolf like?

During the summer of 2020, Vic Degraeve interned as an NLP Engineer and got a first experience of working at TechWolf.

Vic Degraeve

Vic Degraeve

01 Oct 2020
3 minutes
01 Oct 2020
3 minutes
Vic internship

During the summer of 2020, I interned at TechWolf as an NLP Engineer. I was assigned my very own end-to-end NLP project, with a real-world use case. The aim of this project was to discover new skills from an extensive collection of unstructured vacancies. Using this discovery system, the Skill Engine™’s understanding of skills can then be updated regularly.

Working on an end-to-end project, I was in charge of everything from the dataset, to the evaluation strategy, to the comparison of different models. As most of my encounters with data science until this internship had been at university, I only had experience with the latter: building models. While this is undoubtedly important, I quickly learned that a clear evaluation strategy and definition of success are indispensable to any real-world data science project.

Having defined the problem, I was ready to embark on my journey through NLP. It started with a thorough survey of research on related issues. Apart from reading, this often involved implementing models from (vague) descriptions mentioned in research papers. Implementing these models turned out to be more challenging than it seemed at first, considering that any implementation had to scale to a large number of vacancies. Converting papers into scalable code is certainly an excellent skill to have, and I’m glad I had the opportunity to practice it!

After trying out existing approaches from literature, I tried to incorporate what I had learned into custom models tailored to skill discovery. These ranged from leveraging simple patterns manually observed in the dataset to altering tried and true NER models to supercharging old statistical keyphrase extraction methods with fancy new deep learning concepts. In short: I was free to try out whatever I came up with. Fun stuff!

Vic teambuilding

I experienced this freedom throughout the internship. While I had great guidance in defining the project’s goals, evaluation strategy and code framework, with feedback every step of the way, I was still free to discover important insights on my own. I feel that this contributed greatly to my learning process. By experiencing the challenges of building a machine learning project from scratch myself, while getting helpful feedback and tips where needed, I learned so much that I couldn’t have, just from reading about it.

TechWolf was really welcoming to me. I was treated as a co-worker, not as an intern. I got to join in on after-work drinks, go on a fun team-building adventure and experience an exciting move to a bigger office. I felt part of the team. It was obvious to me that the whole TechWolf team is working on something they genuinely believe in, and this really motivated me to go the extra mile.

All in all, if you want to learn something about real-world machine learning while experiencing the thrill of a growing startup full of talented people, you might want to get in touch with TechWolf. I think you’ll love it!

Vic Degraeve

Vic Degraeve

Intern - Summer 2020

More stories

  • 0476abdf 26a2 4349 bd93 f3b6b0a0dfbc Read more
    TechWolf Tales
    Read more

    Career mobility at TechWolf

    Read more

    Ophélie, initially a Sales Associate, transitioned into a new role in sales operations at TechWolf due to her analytical skills and passion. She now leverages her expertise in operations, processes, and data to support both sales and revenue operations, aligning with the company's commitment to tailored career development.

    CT4 A8002

    Eniko Toth-Bagi

    07 Sep 2023
    2 minutes
    07 Sep 2023
    2 minutes
  • CT4 A8678 1 Read more
    TechWolf Tales
    Read more

    The power of a Chrome plugin

    Read more

    Our Lead Researcher, JJ, recently developed a Chrome plugin for LinkedIn and JIRA to make it even easier for our Skill Engine API to infer Skill Data from new sources. Read more about JJ’s journey and how he’s always looking at new ways to innovate at TechWolf, here.

    CT4 A8002

    Eniko Toth-Bagi

    07 Sep 2023
    2 minutes
    07 Sep 2023
    2 minutes
  • Adobe Stock 245956488 Read more
    skills-based organisation
    Read more

    The role of AI in creating – and maintaining – a skill framework

    Read more

    AI is fast becoming an integral part of our everyday lives, from smart home devices to navigation systems or online banking. It’s also becoming a vital component in HR and learning, doing the heavy lifting when it comes to compiling, analysing and aggregating the myriad of data sources within an organisation.

    In our latest TechWolf blog we examine how AI can help create a strong skill framework that is tailored, comprehensive and dynamic to fit the needs of your business now, and in the future.

    Jonathan

    Andreas De Neve

    27 Jul 2023
    3 minutes
    27 Jul 2023
    3 minutes

Learn more about TechWolf

Skills Intelligence

How can we help you identify the skills in your company without manual input?

A solution for your organisation

Ready to see how TechWolf can help you future-proof your business strategy?