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0-1 engineer, 30x hackathon-winner turned AI PhD: Red-teaming LLMs (MIT), video transformers (Oxford), Visual Q&A for blind, 3D LiDAR perception (Lyft), InfoSec (Spotify), Arm-CUDA kernel (NVIDIA), agents (DeepMind).Awardee of National Math Cup and IEEE innovation prize. VC fellow at KP, a16z, Pear, GGV Capital, Fusion Fund; I previously built Faber, an AI-driven food discovery network. Invited speaker at: UN, Boston Dynamics, Udacity, Duke and Stanford. Blog: hackjlin.wordpress.comex-consulting and finance; I read vividly about history & governance.
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Research ScientistGoogle Deepmind 2023 - 2024London, London, GbMoE + LLM pretraining for multi-step reasoning & web automationGemini efficiency: sparse attention in token routing, dynamic-res vision encodersAgent tool use; action world model, instruction tuning on LLM-data -
Research Engineer, Vision And LanguageGoogle Deepmind 2021 - Aug 2023London, London, Gb* Research: video LLMs, self-supervised transformers/Perceiver/ViT* Safety: prompt tuning, model calibration, RLHF hallucination, image-text critic model* Incubation: Flamingo finetune API, industry-first Image Q&A & YouTube UX research* Interviewer of L4-6 candidates; patent inventor; scholar mentor AI4science
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Ai Alignment & Safety ResearchMit Computer Science And Artificial Intelligence Laboratory (Csail) 2022 - 2023Cambridge, Ma, UsData-driven red teaming, RLHF for aligning adversarial/truthful LLMs (Stanford Existential Risk Initiative) -
(Founding) Perception Ml EngineerLyft Level 5 2019 - Feb 2021San Francisco, Ca, UsDeep learning for LiDAR + Camera sensor fusion, data-parallel training & eval, Spark ETL. Liaised ScaleAI & WandB CEO partnerships, mixed-precision C++/GPU on-car deployment.* PyTorch, TensorFlow, sklearn, AWS SageMaker, SQL, Eigen, OpenCV, Kubernetes, docker, Flyte, Buildkite CI, seaborn, wandb -
Research Intern, Perception (#1 Of Class)Lyft Level 5 Sep 2018 - 2019San Francisco, Ca, UsCo-founded deep learning group at Self-Driving unit. From scratch: point cloud voxel pipelines, (20x speedup) anchor/FOV tuning, BEV-3D camera calibration, CNN architectures, frustum visualization. Invited to dropout -> convert full time.
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Co-Founder & Chief ScientistFaber Labs 2020 - 2021USC T20 startup: Food discovery with computer vision. Led product, on-device ML & proprietary FoodRank algorithm. Beta tested with local businesses, managed team of 10 w/ weekly sprints (alum went onto Stanford, Google, Meta). -
Ai Resident, Distributed SystemsX, The Moonshot Factory 2019 - 2020Mountain View, Ca, UsTech lead Brain & TensorFlow scientists to accelerate pose estimation w/ NVIDIA int8 depthwise conv. Debugged asymmetric Tensor core I/O, quantized matmul kernels & bottom-up keypoint decoder. TFLite for CUDA initiative featured at company-wide ML conference. -
Open Source, Trustworthy Ai @ Google BrainX, The Moonshot Factory Jan 2018 - May 2019Mountain View, Ca, UsTensorflow.js toolkit for interpretability, efficient CNNs: https://oecd.ai/en/catalogue/tools/advisjsAdVisJS.com: world's first real-time adversarial attacks playground brought to the web browser.
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Venture FellowFusion Fund 2019 - 2020Palo Alto, California, UsAdvisor trained in Stanford VC curriculum. DM if you're building something new! -
A16Z Crypto SchoolAndreessen Horowitz 2019 - 2019Menlo Park, Ca, UsSelected 42/1000+ (4%) to inaugural cohort of technologists at a16z Startup School. -
Ggv FellowGgv Capital 2019 - 2019Menlo Park, Ca, UsHighly selective (7%) cohort of VC fellows for deep tech & hardware focus. Week-long "MBA". -
Research Assistant At Cvml & Perception LabCollege Of Computing At Georgia Tech 2018 - 2019Atlanta, Ga, UsMachine Learning & Perception Lab: Deformable 3D object detection with geometric deep learning on RGB-D point clouds from synthetic data. CUDA accelerated 3D RoIAlign. -
Graduate Researcher, Polo Club Of Data ScienceCollege Of Computing At Georgia Tech 2018 - Aug 2018Atlanta, Ga, Us(Accepted CVPR '18 Demo, arXiv:1806.05660) Using deep neural network visualization and interactive computer vision methods to interpret what different classification models 'see'.
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Data Science & Security, Kp FellowSpotify May 2018 - Aug 2018Stockholm, Stockholm County, SeOrganized executive ML workshops and piloted Intrusion Detection System (IDS) for ATO over network activity. Ablated novel features for kmeans anomaly classification. Semi-supervised ensembles to probabilistic risk score. Advised by Ads Experience team, ingested geo-filtered logs from GCP datalake, BigQuery & Splunk. -
Deep Learning ResearchTencent Youtu Lab Dec 2017 - Jan 2018Shenzhen, Guangdong, CnResearched state-of-the-art Computer Vision and benchmarked Faster RCNN vs. single-stage object detection algorithms for network efficiency, multiscale prediction with CUDA class-rebalancing focal loss on PASCAL VOC in Caffe. Deployment supports WeChat vision. -
Stanford'S Choice & Bronze @ World'SFacebook Global Hackathon Finals Feb 2017 - Nov 2017All-USC team awarded 5 prizes by Facebook, Amazon, Qualtrics, Stanford: health-tracker / VR debias app.3rd in world finals at Facebook HQ. 2-time winner at Stanford TreeHacks 2017, 2019. -
Mixed Reality Prototype LeadNasa Jet Propulsion Laboratory Jan 2017 - May 2017Pasadena, Ca, UsFuture of work: Jointly explored next-gen AR/VR HCI input interfaces, ie. gesture, gyroscope, Leap motion, keyboard, Myo EEG & gaze pointer with JPL OpsLab Human Interfaces Group. -
Payments EngineeringReelio 2017 - 2017New York, Ny, UsInfluencer marketing: matching brands <-> YouTube/IG creators. Series A exited to Warner Bros. -
Software Engineer, MacosApple May 2016 - Aug 2016Cupertino, California, UsmacOS Performance: Designed backtracking algorithm to instrument sources of context switch latency from aggregate trace logs for performance analysis. Modified XNU scheduler to uncover bottleneck processes from coalesced concurrent I/O, timer and kernel interrupts with custom logging. Identified Xcode breakpoint register non-determinism via assembly triage and debugging. -
Undergraduate Teaching AssistantUsc Viterbi School Of Engineering 2016 - 2016Los Angeles, California, UsCourse Producer and Grader for core CSCI-201: Principles of Software Development. Taught class of ~100 multi-threaded programming, mutex/semaphore and OS fundamentals. -
Computer ConsultantUsc Information Technology Services (Its) Jan 2014 - 2014Los Angeles, Ca, UsWork study: Tech consultant troubleshooting university-wide stakeholders' IT customer service issues.
Jason Lin Skills
Jason Lin Education Details
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University Of Southern CaliforniaComputer Science And Business Administration -
Stanford UniversityStatistics
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University Of AmsterdamMachine Learning
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Georgia Institute Of TechnologyComputer Science
Frequently Asked Questions about Jason Lin
What is Jason Lin's role at the current company?
Jason Lin's current role is GenAI @ DeepMind, Google[x], Apple, Lyft | Machine Learning & NLP | 0-1 Builder ^ Investor.
What is Jason Lin's email address?
Jason Lin's email address is jl****@****ech.edu
What schools did Jason Lin attend?
Jason Lin attended University Of Southern California, Stanford University, University Of Amsterdam, Georgia Institute Of Technology.
What are some of Jason Lin's interests?
Jason Lin has interest in Shüber, Groupon, Emma Cheung, Hackers Of La, Dessert Shop, Usc Casa, Planetary Resources, Microsoft India Development Center, Spoon University, Homeless Not Hopeless.
What skills is Jason Lin known for?
Jason Lin has skills like C++, Public Speaking, Microsoft Office, Leadership, Javascript, Powerpoint, Java, Html, Programming, Research, Microsoft Excel, Machine Learning.
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