Senior Data Scientist

Faz parte dos primeiros candidatos.
InData Labs
Manaus
Teletrabalho
BRL 60.000 - 100.000
Faz parte dos primeiros candidatos.
Há 5 dias
Descrição da oferta de emprego

Currently, we are looking for a Data Scientist / Machine Learning Engineer who will be a part of the general-purpose data science core team and work with tasks covering a wide variety of business needs with a soft focus on NLP or CV applications.

In this position, you will work with multiple data sources (usually textual, numerical and time-related data), huge and small datasets to develop, validate and deploy machine learning models, tune their performance & integrate them into data processing pipelines.

Responsibilities:

  1. Deal with both structured and unstructured data, collaborate with data engineers on defining data storage formats, state data collection requirements;
  2. Not only solve technical tasks but understand business needs and offer appropriate solutions, describe a chosen approach to non-technical people;
  3. Set up reproducible experiments: selection, training, validation and optimization of machine learning models, evaluation of their quality in business-related terms;
  4. Integrate data preprocessing and model inference into general data processing pipelines;
  5. Research new tools, papers, etc. in the machine learning area.

Requirements:

  1. Strong knowledge and deep understanding of classical machine learning (linear models, decision trees, ensembles for classification and regression tasks, clustering and dimensionality reduction)
  2. Main concepts and stages of the modelling process (validation scheme, regularization, overfitting and generalization, data leaks, feature selection, etc.)
  3. Experience with Python scientific, visualization and ML-related libraries (numpy, scipy, scikit-learn, etc.)
  4. Experience with different clustering techniques
  5. Experience with classic NLP tools and techniques (nltk, spacy, n-grams, skip-grams, TF-IDF, tokenizers, lemmatization, dependencies parsing, etc.)
  6. Experience with NN frameworks, NLP-related architectures and libraries (Pytorch / Tensorflow, HuggingFace, fasttext, flair, sentence transformers, Word2Vec, ElMo, RNN, CNN, Transformer, BERT, etc.)
  7. Experience in tuning pre-trained models for different NLP tasks
  8. Good spoken and written English (at least B1)
  9. Ability and desire to convert raw business requests into strictly formulated machine learning tasks
  10. Ability to formulate data gathering (or data labelling) requirements
  11. Minimum 2-year experience in machine learning

Why Join Us

  1. 100% remote with flexible hours
  2. Work from anywhere in the world
  3. Be part of a senior, talented, and supportive team
  4. Flat structure – your input is always welcome
  5. Clients in the US and Europe, projects with real impact
  6. Room to grow and experiment with cutting-edge AI solutions
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