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Machine Learning Engineer
hace 2 meses
**About Us**
Stx Next Sp Z.O.O is a leading European Python Powerhouse with over 18 years of experience in delivering cutting-edge solutions. We are committed to Agile principles and have a team of 500+ professionals dedicated to helping customers build outstanding products.
**Job Description**
We are seeking a highly skilled Machine Learning Engineer to join our team. As a Machine Learning Engineer, you will be responsible for designing, developing, and deploying machine learning models to solve complex problems.
**Key Responsibilities**
- Design and develop machine learning models using strong fundamentals of machine learning, including types of ML problems, common evaluation measures, and scikit-learn models.
- Implement dimension reduction techniques, data preparation, and visualization using pandas, matplotlib, and other relevant libraries.
- Develop knowledge of current neural networks architectures and methods, including transfer learning, and document experience with PyTorch or Tensorflow.
- Work with relational databases, including PostgreSQL, MySQL, MS SQL, and Oracle.
**NLP Engineer Responsibilities**
- Develop knowledge of modern word/sentence/document embedding methods, including Word2Vec, BERT, Doc2Vec, and Laser.
- Implement classic bag of words approach using TF-IDF.
- Work with NLP libraries, including Hugging Face, Transformers, Zalando Flair, and NLTK.
- Develop experience with named-entity recognition, text summarization, topic modeling, tagging the parts of speech, text semantic similarity, and neural search.
**CV Engineer Responsibilities**
- Develop practical knowledge of OpenCV or related libraries.
- Implement algorithmic (traditional) CV techniques, including Edge Detection, image features, and Convolutional NN.
- Work with object classification, object tracking and detection, semantic segmentation, and Pose Estimation.
**Recommender Systems Engineer Responsibilities**
- Develop knowledge and experience with Collaborative filtering or Content-based filtering algorithms.
- Implement different similarity measures, including cosine similarity and metric-based similarity.
- Work on projects using recommendation engines and experience with FAISS, Google Scan, or other efficient similarity search and clustering of dense vectors.
**Requirements**
- Experience in Python 3.X and advanced Python constructs, including lambda functions, generators, and list comprehension.
- Core principles of object-oriented programming and understanding of threading and multi-process computation in Python.
- Experience with code versioning tools, including Git, and day-to-day work experience with Docker.
- Good communication skills in English (minimum B2) and problem-solving and analytical thinking.
**What We Offer**
Stx Next Sp Z.O.O offers a dynamic and challenging work environment, opportunities for professional growth, and a competitive salary and benefits package.
