Data Scientist II
Data Scientist II
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Job Description
We are DemandScience a global company which never stops innovating in our mission to provide the healthiest and most predictive global B2B data and intelligence for our customers. Our clients include sales and marketing professionals at global companies. Excellent execution is in our DNA. We provide innovative AI-analytics merged with enriched data to identify your next in-market prospects and customers at scale.
Position Summary:
Using advanced statistical and machine learning techniques to analyze data build predictive models and develop data-driven solutions in addition to extracting knowledge and insights from complex and diverse datasets to inform business decisions and drive innovation.
Essential Job Functions What Youll Do:
- Using professional expertise and understands and presents solution that has been applied in the industry to similar problems.
- Works on problem of moderate scope where analysis of data and ML models requires a review of variety of factors.
- Exercises judgement within studied or researched practices to determine appropriate action for a given situation.
- Normally receives general instructions on routine work or detailed instruction on novel assignments.
- Strong background in data analysis programming and a passion for solving real-world problems using data.
- Ability to conquer problems with a limited scope of information.
- Follows standard practices and procedures in analyzing data and presenting the results.
- Work with large structured and unstructured datasets to identify patterns trends and anomalies.
- Clean preprocess and validate data to ensure accuracy and reliability for analysis.
- Use statistical methods and data visualization tools to interpret and present findings to stakeholders.
- Develops and implements machine learning algorithms and predictive models to solve business problems.
- Apply data mining techniques to discover insights and patterns in data.
- Continuously refine and optimize models to improve performance and accuracy.
- Work on projects involving natural language processing (NLP) computer vision recommendation systems etc. as needed.
- Conveys complex ideas to a broad audience of different specializations.
- Focuses on long-term usability and extensibility.
- Emphasis on exploring experimenting and innovating on current patterns and designs.
- Performs other duties as required or requested.
Essential Qualifications What Youll Need:
- Bachelors Degree in Computer Science Mathematics Statistics or related discipline preferred.
- 3-4 years building and maintaining high-quality scalable machine learning solutions.
- 3-4 years working with data management including data operations analytics visualization reporting and building machine learning models under supervision of seniors.
- Proficiency in languages like Python R and optionally Java C.
- Proficiency in using software development IDEs like Jupyter notebook and source code maintenance tools like GitHub or equivalents.
- Proficiency in using one or more SQL databases (MySQL Postgres...) or NoSQL databases (Redis MongoDB DynamoDB...).
- Understanding and experience in applying ML libraries like pandas scikit-learn for data analysis and ML frameworks like SpaCy Rasa etc.
- Worked in cloud environment (AWS Azure or GCP) for data transportation.
- Ability to build simple data pipeline for implementing machine learning algorithms.
- Proficiency in applying one of more: classification algorithms (K-nearest SVM Decision trees etc.) time-series algorithms (ARIMA etc.) forecasting techniques and an understanding of neural-network-based algorithm architectures (like RNN LSTM etc.).
- Analytical and problem-solving skills with the ability to work with large and complex datasets.
- Has built data pipelines on cloud environment (AWS Azure or GCP) that requires complex transformation and transportation of data.
- Has built machine learning and natural language processing models by training hyperparameter tuning validating and testing models from scratch in at least one medium complexity commercial projects.
- Understand all basic tasks associated with NLP domain.
- Has good working knowledge of applying deep learning frameworks such as TensorFlow Pytorch or Keras and transformers libraries from open source (e.g. HuggingFace) for natural language processing tasks.
- Has good understanding of neural-network-based algorithm architectures (like RNN LSTM etc.) and transformer architectures (like Bert and other variations).
- Excellent written and verbal communication skills. Able to convey complex ideas to a broad audience of different specializations.
- A collaborative attitude team-player friendly w/ passion and flexibility to learn new tools and skillsets.
- Skilled in the use of Microsoft Office products.
THE GOOD STUFF!
We embrace diversity and inclusion and encourage our amazing team members at DemandScience to bring their authentic fun selves to work every day. We offer a culture of innovation mutual respect support and transparency. The competitive and comprehensive benefits our team members enjoy are designed to ensure you and your family members are healthy. Check this out!
- Paid time off
- Medical provided through HMO
- Life Insurance
- Peer-Appreciation Program
- Employee Referral Program
- A fast-paced innovative culture with an open and collaborative environment where you can make an impact.
- Join a great organization that cares about employees!
DemandScience is proud to be an equal opportunity workplace. All qualified applicants will receive consideration for employment without regard to race color religion sex sexual orientation gender identity or national origin.
#LI-Remote
Employment Type
Full Time
Key Skills
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