Machine Learning Engineer (NLP / ASR Focus)
We are looking for a Machine Learning Engineer with a focus on Natural Language Processing (NLP) and Automatic Speech Recognition (ASR).
This role is ideal for someone with solid ML fundamentals who has hands-on experience with real-world data and is interested in working with text and speech-based systems.
Requirements:
โ 2โ4+ years of experience.
โ Strong understanding of how models perform and behave in production environments.
โ Experience with GPU-based training is a strong plus.
โ Python: Strong proficiency.
โ Data Science Stack: Hands-on experience with NumPy, Pandas, and scikit-learn.
โ DL Frameworks: Experience with PyTorch (preferred) or TensorFlow.
โ English level: Upper-Intermediate or higher.
ML & Mathematics:
โ Solid understanding of linear algebra, probability, and statistics.
โ Practical knowledge of classic algorithms (regression, classification, clustering).
โ Deep understanding of performance metrics (Accuracy, Precision, Recall, F1) and the Bias-Variance tradeoff.
NLP:
Experience with:
โ Tokenization, lemmatization
โ TF-IDF, Bag of Words, n-grams
Understanding of Transformers architecture
Experience with:
โ Hugging Face Transformers
Practical experience with:
โ Text classification
โ Named Entity Recognition (NER)
โ Fine-tuning pre-trained models.
ASR (Automatic Speech Recognition):
Understanding of:
โ Spectrograms
โ MFCC
Experience with audio processing:
โ librosa, torchaudio
Familiarity with:
โ CTC (Connectionist Temporal Classification)
โ Seq2Seq + Attention
โ Wav2Vec 2.0
โ WhisperX
Practical experience with:
โ Speech-to-text pipelines;
โ Audio preprocessing and cleaning;
โ Data augmentation (noise, speed, etc.)
Familiarity with metrics:
โ WER (Word Error Rate)
โ PER (Phoneme Error Rate).
Nice to have:
โ Production deployment.
โ Working with noisy data.
We offer:
โ Interesting tasks and projects.
โ Competitive salary.
โ Remote work.
โ Annual paid vacation: 20 days.
โ Paid sick leaves: 10 days.
Required languages
| English | B1 - Intermediate |
| Ukrainian | C1 - Advanced |