Lead Data Scientist

November 10

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Demandbase

WebsiteLinkedInAll Job Openings

marketing • account-based marketing • B2B marketing • B2B sales • company-targeted advertising

501 - 1000 employees

Founded 2010

🤝 B2B

🤖 Artificial Intelligence

💰 $175M Debt Financing on 2023-02

Description

• Run CRISP-DM projects with a team of 3 data scientists in the following - • Selecting features, building and optimizing classifiers (logistic regression or RF based propensity models) and recommenders using machine learning techniques • Data mining using state-of-the-art methods - Automate scoring using machine learning techniques, build recommendation systems, improve and extend the features used by recommendation and propensity modeling algos, • Extending company’s data with third party sources of information when needed • Enhancing data collection procedures to include information that is relevant for building analytic systems • Processing, cleansing, and verifying the integrity of data used for analysis and perform deep EDA (we create our own training data for our models) • Doing ad-hoc analysis and presenting results in a clear manner • Creating recommended and propensity models and tracking of its performance especially to compensate for concept drift

Requirements

• Hands on machine learning techniques and algorithms, such as k-NN, Naive Bayes, Ensemble methods XGBoost, Decision Forests and working towards deep learning methods using TensorFlow especially for NLP like word embeddings and topic discovery • Hands with common data science toolkits, such as Python, scikit learn, numpy, pandas, plotly, TensorFlow, ElasticSearch, Auto-ML platforms like AWS Sagemaker • Solid proficiency in using query languages such as SQL, Experience with NoSQL databases, such as Elasticsearch and Graph DBs as Neo4j • Good understanding of applied statistics skills, such as distributions, statistical testing, regression and strong EDA skills • Data-oriented personality with strong sense of appreciating the business domain of your work e.g. • Interest in working in tech domain e.g. data center analytics, understanding of macro factors in market for computing, software and cloud adoptions • Experience of 5+ years

Benefits

• Flexible Working hours • Entire Work From Home • Birthday Leave • Remote Work