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Leo Panda

Senior Deep Learning Engineer
PROFESSIONAL SUMMARY

Senior Deep Learning Engineer with 8 years of experience building production ML systems for computer vision, recommendation, and generative AI. Skilled in PyTorch, distributed training, model optimization, and MLOps on AWS. Delivered measurable gains in inference latency, model accuracy, and cloud efficiency across high-scale consumer and enterprise products.

PROFESSIONAL SKILLS
Deep Learning & Machine Learning
PyTorchTensorFlowTransformersCNNsRNNs
MLOps & Production Engineering
PythonCUDADockerKubernetesMLflow
Cloud, Data & Optimization
AWSSageMakerApache SparkSQLFeature Stores
PROFESSIONAL EXPERIENCE
Nimbus AI Systems
Artificial IntelligenceSaaS
San Francisco, CA
Senior Deep Learning Engineer
Deep LearningMLOps
Sep 2021 - Present
  • Led a 6-engineer team developing multimodal deep learning models, improving document understanding F1 score from 88.1% to 93.4%.
  • Designed distributed PyTorch training pipelines on AWS, reducing model training time by 47% through mixed precision and data parallelism.
  • Productionized transformer inference services using Docker, Kubernetes, and ONNX, cutting p95 latency from 410 ms to 165 ms.
  • Partnered with product and data teams to define evaluation metrics, increasing customer workflow automation rates by 31%.
  • Implemented model monitoring for drift, calibration, and data quality, reducing severe production incidents by 38% year over year.
BrightCart Technologies
E-CommerceRecommendation Systems
Seattle, WA
Machine Learning Engineer
Recommendation SystemsTensorFlow
Jun 2018 - Aug 2021
  • Built neural ranking and recommendation models serving 22 million monthly users, increasing click-through rate by 12.6% in A/B tests.
  • Developed feature pipelines with Spark, Python, and SQL, improving training data freshness from daily batches to hourly updates.
  • Refactored TensorFlow model code into reusable libraries, reducing experiment setup time by 55% for applied science teams.
  • Optimized GPU utilization and hyperparameter search workflows, lowering monthly training infrastructure costs by approximately $28,000.
  • Collaborated with search engineers to deploy personalized ranking models, contributing to a 7.8% lift in conversion rate.
SELECTED PROJECTS
Transformer Semantic Retrieval Platform - Lead Deep Learning Engineer
Nov 2023 - Mar 2024
  • Led development of a transformer-based semantic retrieval prototype that improved offline relevance NDCG by 14% across 3 million labeled examples.
  • Optimized embeddings generation with mixed precision and batched inference, reducing processing time from 19 hours to 6 hours per full refresh.
  • Packaged evaluation dashboards for precision, recall, drift, and bias checks, enabling weekly model reviews with product and compliance stakeholders.
Real-Time Computer Vision Inference Optimization - Senior Machine Learning Engineer
Apr 2022 - Aug 2022
  • Built a GPU-accelerated image quality classifier using PyTorch and ONNX, achieving 96% precision on production validation datasets.
  • Deployed quantized models to Kubernetes inference services, lowering p95 latency by 42% while maintaining target accuracy thresholds.
EDUCATION
Carnegie Mellon University
Machine LearningResearch
Pittsburgh, PA
Master of Science in Machine Learning
Aug 2016 - May 2018

Focused on deep learning, probabilistic modeling, computer vision, and large-scale optimization.

University of California, Berkeley
Computer ScienceEngineering
Berkeley, CA
Bachelor of Science in Electrical Engineering and Computer Sciences
Aug 2012 - May 2016

Completed advanced study in algorithms, linear algebra, computer architecture, and statistical learning.

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