Machine (Deep) Learning Scientist for Information

Until SARS-CoV-2, the fastest vaccine ever developed took about 4 years. SARS-CoV-2 vaccines were developed in less than 12 months. Imagine a world where every vaccine was developed at the speed of SARS-CoV-2 vaccines. Help GENAIZ make this a reality. Join us.

GENAIZ, a division of Uni3T, is a young and dynamic software development company that is active in the life science and pharmaceutical industry. Our mission is to increase collective well-being by accelerating the creation of better products, processes and treatments, through a state-of-the-art AI.

We are currently looking for a search engine researcher with building systems retrieving unstructured documents in response to a natural language queries to work on our GenAIz search engine (information retrieval). As a GenAIz AI researcher, you must enjoy documenting your research, sharing this knowledge and writing excellent code, while following typical agile development processes. If you think you can be part of our team, join us now

**Responsibilities**:

- Create knowledge and technology by owning research projects: plan, propose, execute and analyze results;
- Act independently, completing each research step without significant supervision;
- Communicate and document research for technical and non-technical audiences;
- Report and present research analysis/findings clearly and effectively to peers and management;
- Be a team player by participating in peer review, sharing ideas and helping everyone succeed;
- Work with the development teams to move research technology into production;

**Qualifications**:

- A master's or PhD degree;
- 5+ years of industry experience on multidisciplinary research projects in either engineering or science disciplines;
- Theoretical and empirical research experience in machine learning, AI, computer science, applied mathematics, data science, or related technical fields. ML and AI is strongly preferred;
- Capable of completing research and analyzing results;
- Some experience with business team requirements;
- Experience implementation and evaluating machine learning models that meet the predefined metrics and product requirements;
- History of working with large text, image or other datasets.
- Experience manipulating and analyzing data from different sources;
- Able to write clean, re-usable, and production-ready code;
- Knowledge of statistics, linear algebra and data structures;
- Some knowledge of computational syntax, pragmatics or semantics;
- Experience building systems retrieving unstructured documents in response to a natural language query;
- Familiar with neural ranking models such as DRMM, DeepMatch, DSSM, NRM-F;
- Experience with search ranking metrics such as MAP, NDCG, CTR, dwell time;
- Knowledge of vector space models (BoW, B-ngrams, tf-idf weighting, BM25);
- Exposure to unsupervised document representation methods (n-gram embeddings, Sen2Vec, doc2vec, skip-thought vectors, SBERT);
- Experience working with modern deep learning architectures such as LSTM and Transformers;
- Familiar with Python, deep learning frameworks such as Caffe, Keras, TensorFlow, Pytorch, numpy and sklearn;
- Excellent written, verbal and interpersonal communication;

**Preferred Qualifications**:

- PhD degree;
- Experience with MongoDB, git, GCP, Docker, AWS, K8s and micro-services;
- A background in information retrieval;
- Experience in the life sciences domain;
- Knowledge of classical NLP and information retrieval techniques such as LSA and LDA;

**Benefits**:

- Permanent Full-time position;
- Competitive base salary + bonus;
- Comprehensive insurance coverage;
- Dynamic company culture with career development opportunities;
- Flexible working hours;
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Avant le SARS-CoV-2, le vaccin le plus rapide jamais mis au point avait pris environ 4 ans. Les vaccins contre le SARS-CoV-2 ont été développés en moins de 12 mois. Imaginez un monde où chaque vaccin serait mis au point à la vitesse des vaccins contre le SARS-CoV-2. Aidez GENAIZ à faire de ce rêve une réalité. Rejoignez-nous.

GENAIZ, une division d'Uni3T, est une société de développement de logiciels jeune et dynamique qui est active dans le domaine des sciences de la vie et de l'industrie pharmaceutique. Notre mission est d'accroître le bien-être collectif en accélérant la création de meilleurs produits, processus et traitements, grâce à l’intelligence artificielle.

Nous recherchons actuellement un chercheur en moteur de recherche, sachant construire des systèmes qui récupèrent des documents non structurés suite à des requêtes en langage naturel, afin de travailler sur notre moteur de recherche GenAIz (information retrieval). En tant que chercheur en IA de GenAIz, vous devez aimer documenter vos recherches, partager vos connaissances et écrire un excellent code, tout en suivant des processus de développement agiles.

Responsabilités:

- Générer des connaissances et créer des technologies e