At a Glance
- Tasks: Lead data science projects to enhance email threat detection using cutting-edge machine learning techniques.
- Company: Join Proofpoint, a leading cybersecurity firm focused on protecting people and businesses.
- Benefits: Inclusive culture, competitive salary, and opportunities for professional growth.
- Other info: Dynamic team environment with a focus on experimentation and continuous learning.
- Why this job: Make a real impact in cybersecurity while working with innovative technologies.
- Qualifications: Experience in NLP and machine learning, with a creative mindset and strong collaboration skills.
The predicted salary is between 70000 - 90000 £ per year.
The Role
Proofpoint is looking for a Lead/Staff Data Scientist to join our Algo team. The key responsibility for this role is to further enhance our email threat detection engine that protects some of the largest businesses in the world. You will collaborate cross‑org with Product and Engineering and lead major initiatives end‑to‑end ensuring that we apply state‑of‑the‑art machine learning tools and techniques to identify and solve the most impactful problems. You will also help promote machine learning best practices and encourage new approaches to problem‑solving within the team.
Your day‑to‑day:
- Wrangle and draw insights from massive amounts of unstructured textual data (email datasets) using the latest tools and technologies like Spark, Iceberg, Athena, AWS SageMaker.
- Apply state‑of‑the‑art machine learning techniques like encoder‑decoder transformers, LLMs, Graph Neural Networks to solve some of the most challenging problems.
- Directly impact the effectiveness of our core products by training and deploying models to production using AWS SageMaker as the MLOps platform.
- Apply unsupervised learning algorithms across billions of email interactions to identify emerging threat patterns.
- Collaborate, communicate, and partner with Product and Engineering teams promoting a data‑driven approach to identify focus areas for data science.
- Mentor data scientists, drive best practices and cultivate an environment of experimentation and learning.
- Stay up‑to‑date with the latest advancements in machine learning, AI technologies, and incorporate them into our solutions where applicable.
What you bring to the team:
Essential:- Experience leading multiple highly impactful machine learning projects with proven results.
- Hands‑on experience in the NLP domain involving training, fine‑tuning and productionising transformer‑based models for text classification / text‑embeddings (experience with LLMs, generative AI is a plus).
- Experience monitoring and maintaining performance of models over time in production taking into account model/data drifts.
- In‑depth experience with one or more deep neural network frameworks (e.g. PyTorch, Tensorflow, JAX).
- A creative mindset, propensity to care deeply about the impact their team has and to encourage novel ways of critical thinking in their team.
- Excellent listening skills; open to input from other team members and departments.
- Conceptual understanding of Graph Neural Networks and experience applying GNNs to solve real world problem statements will be a plus.
- Experience working on large imbalanced datasets, evaluating and selecting models that work well in production on imbalanced real‑world data.
Why Proofpoint
Protecting people is at the heart of our award‑winning cybersecurity solutions, and the people who work here are the key to our success. We’re a customer‑focused and driven‑to‑win organisation with leading‑edge products. We are an inclusive, diverse, multinational company that believes in culture fit, but more importantly ‘culture‑add’, and we strongly encourage people from all walks of life to apply. We believe in hiring the best and the brightest to help cultivate our culture of collaboration and appreciation. Apply today and explore your future at Proofpoint!
Staff/Lead Data Scientist - NLP employer: Proofpoint, Inc.
At Proofpoint, we pride ourselves on being an exceptional employer that champions innovation and collaboration within our diverse and inclusive workforce. As a Lead/Staff Data Scientist in our Algo team, you will not only have the opportunity to work with cutting-edge machine learning technologies but also enjoy a supportive work culture that fosters professional growth and encourages creative problem-solving. With a focus on employee development and a commitment to making a meaningful impact in cybersecurity, Proofpoint offers a rewarding environment for those looking to advance their careers while contributing to the safety of businesses worldwide.
StudySmarter Expert Advice🤫
We think this is how you could land Staff/Lead Data Scientist - NLP
✨Tip Number 1
Network like a pro! Reach out to current employees at Proofpoint on LinkedIn or other platforms. Ask them about their experiences and any tips they might have for landing the role. Personal connections can make a huge difference!
✨Tip Number 2
Prepare for those interviews by brushing up on your NLP knowledge and machine learning techniques. Be ready to discuss your past projects in detail, especially those that align with the job description. Show us how you’ve tackled challenges and made an impact!
✨Tip Number 3
Don’t just apply and wait! Follow up on your application through our website. A quick message expressing your enthusiasm can keep you top of mind and show us you’re genuinely interested in joining the team.
✨Tip Number 4
Showcase your creativity! During interviews, share innovative ideas or approaches you’ve used in previous roles. We love candidates who think outside the box and can bring fresh perspectives to our data science initiatives.
We think you need these skills to ace Staff/Lead Data Scientist - NLP
Some tips for your application 🫡
Tailor Your CV:Make sure your CV is tailored to the role of Lead/Staff Data Scientist. Highlight your experience with NLP, machine learning projects, and any specific tools mentioned in the job description. We want to see how your skills align with what we're looking for!
Craft a Compelling Cover Letter:Your cover letter is your chance to shine! Use it to explain why you're passionate about the role and how your past experiences make you a great fit. Don’t forget to mention your collaborative spirit and how you can contribute to our team culture at Proofpoint.
Showcase Your Projects:If you've worked on relevant projects, whether in a professional or personal capacity, be sure to include them. We love seeing real-world applications of your skills, especially in NLP and machine learning. It helps us understand your hands-on experience!
Apply Through Our Website:We encourage you to apply directly through our website. It’s the best way to ensure your application gets into the right hands. Plus, it shows us that you're genuinely interested in joining our team at Proofpoint!
How to prepare for a job interview at Proofpoint, Inc.
✨Know Your NLP Stuff
Make sure you brush up on your knowledge of natural language processing, especially around transformer-based models and LLMs. Be ready to discuss your hands-on experience with these technologies and how you've applied them in past projects.
✨Showcase Your Leadership Skills
Since this role involves leading initiatives, be prepared to share examples of how you've successfully led machine learning projects. Highlight your ability to mentor others and promote best practices within a team setting.
✨Understand the Business Impact
Demonstrate your understanding of how data science can directly impact business outcomes. Be ready to discuss how your work has contributed to solving real-world problems, particularly in the context of email threat detection.
✨Stay Current with Trends
Keep yourself updated on the latest advancements in AI and machine learning. Mention any recent trends or technologies you've explored and how they could potentially benefit the company’s objectives.