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Glite Tech · London Area, United Kingdom

Junior Machine Learning Engineer

entry_levelfull timePosted 26 days ago
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Stack mentioned

transformersnlppythonpandasnumpyci/cdmachine-learningdata-sciencedata-structuresreinforcement-learning

We are a small London startup with the ambition to change education with ML-powered tutoring. Our flagship product is a mobile application for teaching English to intermediate and advanced learners.

We’re on the verge of solving one of the biggest challenges in education – making high-quality, personalised learning accessible to everyone.

We’re looking for a Junior ML Engineer to join the growing ML team at Glite. We are building fundamental models for eduction - solving the ultimate learning task of predicting student knowledge and optimal ‘next task’ scheduling.

What you will do 🚀

- Work with a vast amount of unique data - we have data from over 1M language tests, including text and voice data

- Create brand new dictionaries, applicable to any context - right now it’s the English language, but in the future it could be other languages or even subjects such as Mathematics

- Analyse large amounts of diverse data - including data from every movie, book, and song

- Work in a cross-functional team and communicate with backend engineers and product managers

- Create new types of tests for language learners to gather more test results, analyse them, and build prediction models based on these results

- Optimise and fine-tune machine learning models for performance, scalability, and accuracy

Essential skills 🙏

- Bachelor's or master's degree in computer science or data science, or equivalent practical experience building ML solutions

- Knowledge of machine learning algorithms and metrics

- Understanding of neural networks, CNNs, RNNs, and transformers

- Knowledge of NLP algorithms

- Experience building automated ML pipelines

- Strong Python knowledge

- Experience using tools such as Pandas and NumPy for data manipulation and analysis

Desirable Skills 👌

- Can speak, or is learning to speak, more than one language

- Complete end-to-end ML experience - from finding and cleaning data all the way to monitoring models in production

- Understanding of CI/CD pipelines and automation tools for efficient model deployment and monitoring

- Experience with reinforcement learning

- Knowledge-sharing experience (tech talks, articles, YouTube videos, etc.)

- Experience using voice data in ML models

What we can offer ✨

- A real-deal startup adventure: you'll be hopping on a major project while it's still in the works!

- Freedom to suggest, implement, and test ideas

- Unlimited learning & development budget (courses, conferences, books etc.)

- Regular social events

- 25 days annual leave

Interview Process 🧪

- At least 3 interviews, which will involve a mixture of technical and non-technical tasks

- If all the interviews are successful, we’d like to invite you to 2 or 3 paid trial days, or to complete short project remotely with us, to learn what it’s like to work at Glite