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update resume

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- </head>
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- <body>
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- <div class="header">
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- <h1 class="name">Jeremy Pinto</h1>
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- <div class="title">Senior Applied Research Scientist</div>
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- <div class="contact-info">
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- <span>jerpint [at] gmail [dot] com</span>
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- <span>phone number upon request</span>
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- <span>Montreal, Canada</span>
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- <a href="https://www.jerpint.io/" class="social-link" target="_blank">
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- <span class="emoji">📝</span>
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- <span>Blog • www.jerpint.io</span>
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- </a>
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- </div>
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- </div>
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- <p>Chat with my resume 👉 <a href="https://www.jerpint.io/resume">jerpint.io/resume</a></p>
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- <h2>Summary</h2>
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- <p>Senior applied research scientist with 7+ years of experience modeling, training and deploying production-ready deep learning pipelines.
273
- Led the development of award-winning LLM prompt-hacking research (EMNLP 2023 Best Theme Paper) and contributed to a successful MOOC reaching 8000+ participants.</p>
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- <p>Specialized in:</p>
275
- <ul>
276
- <li>Developing production-ready computer vision and NLP solutions</li>
277
- <li>Bridging state-of-the-art research with practical business applications</li>
278
- <li>Implementing and securing large language model workflows</li>
279
- <li>Leading technical workshops and mentoring ML practitioners</li>
280
- </ul>
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- <p>Stuff I build for fun:</p>
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- <ul>
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- <li>I maintain an ML-focused blog where I post things like <a href="https://www.jerpint.io/blog/diffusion-gol/&quot;">using ControlNet to animate the Game Of Life</a></li>
284
- <li>I post tutorials on YouTube like <a href="https://www.youtube.com/watch?v=WtMrp2hp94E">how to summarize YouTube videos using GenAI</a></li>
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- </ul>
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- <h2>Key Achievements</h2>
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- <ul>
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- <li>Led HackAPrompt competition with 2800+ participants from 50+ countries, resulting in EMNLP 2023 Best Theme Paper</li>
289
- <li>Core contributor of Buster, an open-source RAG tool, with 200+ github stars</li>
290
- <li>Co-authored deep learning course content reaching 8000+ global participants</li>
291
- <li>Published gender identification algorithm for medical voice analysis, currently integrated in iOS app</li>
292
- </ul>
293
- <h2>Work Experience</h2>
294
- <h3>Senior Applied Research Scientist</h3>
295
- <h4>Mila - Quebec Artificial Intelligence Institute | Sept 2018 - Present</h4>
296
- <p><strong>Key Responsibilities &amp; Achievements:</strong></p>
297
- <ul>
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- <li>Architected and implemented production-ready deep learning solutions for organizations</li>
299
- <li>Mentored SMEs through AI adoption programs, resulting in successful implementation of ML solutions in the Canadian AI ecosystem</li>
300
- <li>Created and delivered hands-on computer vision workshops for 200+ participants</li>
301
- <li>Supervised MSc. students during their internship</li>
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- <li>Co-instructor for <a href="https://www.edx.org/learn/deep-learning/universite-de-montreal-deep-learning-essentials">"Deep Learning Essentials"</a> MOOC on EdX (8000+ participants), developed and delivered content on Convolutional Neural Networks and ML tools</li>
303
- </ul>
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- <h3>Lead Data Scientist</h3>
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- <h4>Focus21 | May 2017 - June 2018</h4>
306
- <p><strong>Key Achievements:</strong></p>
307
- <ul>
308
- <li>Developed proof-of-concept medical imaging systems for x-ray diagnostics using Mask R-CNN</li>
309
- <li>Implemented reinforcement learning algorithms for industrial robotics in simulated environments</li>
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- <li>Implemented algorithmic trading strategies and analysis tools</li>
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- </ul>
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- <h2>Skills</h2>
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- <p><strong>AI/ML Technologies:</strong></p>
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- <ul>
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- <li>Generative AI: ChatGPT, Claude, LLaMa, cursor/copilot, Hugging Face {transformers, diffusers}</li>
316
- <li>Deep Learning: PyTorch, Lightning, TensorFlow, Keras, Jax</li>
317
- <li>ML Tools: Scikit-Learn, pandas, numpy, scipy, WandB, CometML, tensorboard</li>
318
- </ul>
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- <p><strong>Software Development:</strong></p>
320
- <ul>
321
- <li>Languages: Python, Bash, Javascript, Matlab, LaTeX, Markdown</li>
322
- <li>API &amp; Web: FastAPI, Gradio, Hugging Face</li>
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- <li>Data Processing: pandas, NumPy, hf-datasets</li>
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- </ul>
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- <p><strong>Cloud &amp; Infrastructure:</strong></p>
326
- <ul>
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- <li>DevOps: Git, CI/CD, Docker, SLURM</li>
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- <li>Cloud Platforms: AWS, Azure, Heroku</li>
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- <li>Databases: MongoDB, SQLite</li>
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- <li>Editors: VSCode, (neo)vim</li>
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- </ul>
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- <p><strong>MLOps:</strong></p>
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- <ul>
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- <li>Experiment Tracking: WandB, CometML, TensorBoard</li>
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- <li>Data Version Control: Hugging Face datasets, deeplake, dvc</li>
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- <li>Model Serving: TorchServe, ONNX, BentoML, Docker</li>
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- </ul>
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- <p><strong>Languages:</strong>
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- - English (Native), French (Native)
340
- - Hebrew (Limited Working), Spanish (Basic)</p>
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- <h2>Education</h2>
342
- <h3>Systems Design Engineering - Vision and Image Processing (VIP) Lab</h3>
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- <h4>University of Waterloo, MASc. | 2015-2017</h4>
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- <ul>
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- <li>Thesis: "Cancer Classification in Human Brain &amp; Prostate Using Raman Spectroscopy &amp; Machine Learning"</li>
346
- <li>Led research resulting in 2 peer-reviewed publications</li>
347
- <li>Trained and deployed urban sound classification models within iOS apps</li>
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- </ul>
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- <h3>Engineering Physics</h3>
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- <h4>Polytechnique Montréal, B. Eng. | 2010-2014</h4>
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- <ul>
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- <li>Graduated with Distinction</li>
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- <li>Awarded DeVinci Profile and International Profile</li>
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- <li>Developed novel acoustic camera system for holography validation</li>
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- </ul>
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- <h2>Projects</h2>
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- <h3>HackAPrompt (2023) | <a href="">https://paper.hackaprompt.com/</a></h3>
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- <ul>
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- <li>Led development and implementation of global prompt-hacking competition</li>
360
- <li>Tech Stack: Python, HuggingFace Transformers, PyTorch, FastAPI</li>
361
- <li>Impact: 2800+ participants, 50+ countries, EMNLP2023 Best Theme Paper</li>
362
- <li>Surveyed novel methodologies for testing LLM security</li>
363
- </ul>
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- <h3>Buster (2022-2024) | <a href="">https://github.com/jerpint/buster</a></h3>
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- <ul>
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- <li>Core contributor of open-source RAG tool with citation capabilities and response-monitoring</li>
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- <li>Tech Stack: Python, OpenAI, Gradio, Pinecone, MongoDB, Deeplake</li>
368
- <li>Adopted in research projects at <a href="https://huggingface.co/spaces/mila-ai4h/AIR">Mila</a> and the <a href="https://oecd.ai/en/air/">OECD</a></li>
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- <li>200+ GitHub stars</li>
370
- </ul>
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- <h3>VoiceCollab (2021-Present) | <a href="">www.voicecollab.us</a></h3>
372
- <ul>
373
- <li>Lead ML developer for gender-affirming voice care deep-learning models</li>
374
- <li>Implemented production-grade audio processing pipeline</li>
375
- <li>Tech Stack: PyTorch, ONNX, Swift, Docker, MongoDB, Firebase</li>
376
- <li>Peer-reviewed publications</li>
377
- </ul>
378
- <h2>Selected Publications</h2>
379
- <ul>
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- <li>
381
- <p>Schulhoff, S, J. Pinto et al. (2023). "Ignore This Title and HackAPrompt: Exposing Systemic Vulnerabilities of LLMs through a Global Scale Prompt Hacking Competition"
382
- EMNLP2023 Best Theme Paper Award</p>
383
- </li>
384
- <li>
385
- <p>Bensoussan Y, Pinto J, et al. (2021). "Deep Learning for Voice Gender Identification: Proof-of-concept for Gender-Affirming Voice Care." Laryngoscope</p>
386
- </li>
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- <li>
388
- <p>J. Pinto (2017), "Cancer Classification in Human Brain and Prostate Using Raman Spectroscopy and Machine Learning." MASc. Thesis, UWSpace.</p>
389
- </li>
390
- </ul>
391
- <p>Full publication list: <a href="https://scholar.google.com/citations?user=e-N_8owAAAAJ">Google Scholar</a></p>
392
- <h2>Professional Interests &amp; Activities</h2>
393
- <ul>
394
- <li>Technical Writing: Maintain ML-focused blog at <a href="">www.jerpint.io</a></li>
395
- <li>Public Speaking: Regular invited speaker at AI conferences and workshops</li>
396
- <li>Hobbies: Rock climbing, hockey, guitar, drums, travel</li>
397
- </ul>
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- </body>
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- # Jeremy Pinto
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-
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- header:
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- title: Senior Applied Research Scientist
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- location: Montreal, Canada
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- email: jerpint [at] gmail [dot] com
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- phone: phone number upon request
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-
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- social:
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- blog:
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- text: "Blog • www.jerpint.io"
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- url: https://www.jerpint.io/
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- icon: 📝
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- github:
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- text: github.com/jerpint
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- url: https://github.com/jerpint
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- icon: fab fa-github
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- linkedin:
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- text: linkedin.com/in/jeremy-pinto
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- url: https://linkedin.com/in/jeremy-pinto
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- icon: fab fa-linkedin-in
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- hackernews:
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- text: HN/jerpint
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- url: https://news.ycombinator.com/user?id=jerpint
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- icon: fab fa-hacker-news
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- huggingface:
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- text: HF/jerpint
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- url: https://huggingface.co/jerpint
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- icon: 🤗
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- youtube:
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- text: YT/jerpint
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- url: https://youtube.com/@jerpint
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- icon: fab fa-youtube
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-
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- Chat with my resume 👉 [jerpint.io/resume](https://www.jerpint.io/resume)
36
-
37
- ## Summary
38
-
39
- Senior applied research scientist with 7+ years of experience modeling, training and deploying production-ready deep learning pipelines.
40
- Led the development of award-winning LLM prompt-hacking research (EMNLP 2023 Best Theme Paper) and contributed to a successful MOOC reaching 8000+ participants.
41
-
42
- Specialized in:
43
-
44
- - Developing production-ready computer vision and NLP solutions
45
- - Bridging state-of-the-art research with practical business applications
46
- - Implementing and securing large language model workflows
47
- - Leading technical workshops and mentoring ML practitioners
48
-
49
- Stuff I build for fun:
50
-
51
- - I maintain an ML-focused blog where I post things like [using ControlNet to animate the Game Of Life](https://www.jerpint.io/blog/diffusion-gol/")
52
- - I post tutorials on YouTube like [how to summarize YouTube videos using GenAI](https://www.youtube.com/watch?v=WtMrp2hp94E)
53
-
54
- ## Key Achievements
55
-
56
- - Led HackAPrompt competition with 2800+ participants from 50+ countries, resulting in EMNLP 2023 Best Theme Paper
57
- - Core contributor of Buster, an open-source RAG tool, with 200+ github stars
58
- - Co-authored deep learning course content reaching 8000+ global participants
59
- - Published gender identification algorithm for medical voice analysis, currently integrated in iOS app
60
-
61
- ## Work Experience
62
-
63
- ### Senior Applied Research Scientist
64
- #### Mila - Quebec Artificial Intelligence Institute | Sept 2018 - Present
65
-
66
- **Key Responsibilities & Achievements:**
67
-
68
- - Architected and implemented production-ready deep learning solutions for organizations
69
- - Mentored SMEs through AI adoption programs, resulting in successful implementation of ML solutions in the Canadian AI ecosystem
70
- - Created and delivered hands-on computer vision workshops for 200+ participants
71
- - Supervised MSc. students during their internship
72
- - Co-instructor for ["Deep Learning Essentials"](https://www.edx.org/learn/deep-learning/universite-de-montreal-deep-learning-essentials) MOOC on EdX (8000+ participants), developed and delivered content on Convolutional Neural Networks and ML tools
73
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74
- ### Lead Data Scientist
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- #### Focus21 | May 2017 - June 2018
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- **Key Achievements:**
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- - Developed proof-of-concept medical imaging systems for x-ray diagnostics using Mask R-CNN
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- - Implemented reinforcement learning algorithms for industrial robotics in simulated environments
81
- - Implemented algorithmic trading strategies and analysis tools
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- ## Skills
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- **AI/ML Technologies:**
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- - Generative AI: ChatGPT, Claude, LLaMa, cursor/copilot, Hugging Face {transformers, diffusers}
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- - Deep Learning: PyTorch, Lightning, TensorFlow, Keras, Jax
89
- - ML Tools: Scikit-Learn, pandas, numpy, scipy, WandB, CometML, tensorboard
90
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91
- **Software Development:**
92
-
93
- - Languages: Python, Bash, Javascript, Matlab, LaTeX, Markdown
94
- - API & Web: FastAPI, Gradio, Hugging Face
95
- - Data Processing: pandas, NumPy, hf-datasets
96
-
97
- **Cloud & Infrastructure:**
98
-
99
- - DevOps: Git, CI/CD, Docker, SLURM
100
- - Cloud Platforms: AWS, Azure, Heroku
101
- - Databases: MongoDB, SQLite
102
- - Editors: VSCode, (neo)vim
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- **MLOps:**
105
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106
- - Experiment Tracking: WandB, CometML, TensorBoard
107
- - Data Version Control: Hugging Face datasets, deeplake, dvc
108
- - Model Serving: TorchServe, ONNX, BentoML, Docker
109
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- **Languages:**
111
- - English (Native), French (Native)
112
- - Hebrew (Limited Working), Spanish (Basic)
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- ## Education
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- ### Systems Design Engineering - Vision and Image Processing (VIP) Lab
117
- #### University of Waterloo, MASc. | 2015-2017
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- - Thesis: "Cancer Classification in Human Brain & Prostate Using Raman Spectroscopy & Machine Learning"
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- - Led research resulting in 2 peer-reviewed publications
121
- - Trained and deployed urban sound classification models within iOS apps
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- ### Engineering Physics
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- #### Polytechnique Montréal, B. Eng. | 2010-2014
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- - Graduated with Distinction
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- - Awarded DeVinci Profile and International Profile
127
- - Developed novel acoustic camera system for holography validation
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- ## Projects
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- ### HackAPrompt (2023) | [https://paper.hackaprompt.com/]()
132
- - Led development and implementation of global prompt-hacking competition
133
- - Tech Stack: Python, HuggingFace Transformers, PyTorch, FastAPI
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- - Impact: 2800+ participants, 50+ countries, EMNLP2023 Best Theme Paper
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- - Surveyed novel methodologies for testing LLM security
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- ### Buster (2022-2024) | [https://github.com/jerpint/buster]()
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- - Core contributor of open-source RAG tool with citation capabilities and response-monitoring
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- - Tech Stack: Python, OpenAI, Gradio, Pinecone, MongoDB, Deeplake
140
- - Adopted in research projects at [Mila](https://huggingface.co/spaces/mila-ai4h/AIR) and the [OECD](https://oecd.ai/en/air/)
141
- - 200+ GitHub stars
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- ### VoiceCollab (2021-Present) | [www.voicecollab.us]()
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- - Lead ML developer for gender-affirming voice care deep-learning models
146
- - Implemented production-grade audio processing pipeline
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- - Tech Stack: PyTorch, ONNX, Swift, Docker, MongoDB, Firebase
148
- - Peer-reviewed publications
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- ## Selected Publications
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- - Schulhoff, S, J. Pinto et al. (2023). "Ignore This Title and HackAPrompt: Exposing Systemic Vulnerabilities of LLMs through a Global Scale Prompt Hacking Competition"
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- EMNLP2023 Best Theme Paper Award
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- - Bensoussan Y, Pinto J, et al. (2021). "Deep Learning for Voice Gender Identification: Proof-of-concept for Gender-Affirming Voice Care." Laryngoscope
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- - J. Pinto (2017), "Cancer Classification in Human Brain and Prostate Using Raman Spectroscopy and Machine Learning." MASc. Thesis, UWSpace.
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- Full publication list: [Google Scholar](https://scholar.google.com/citations?user=e-N_8owAAAAJ)
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- ## Professional Interests & Activities
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- - Technical Writing: Maintain ML-focused blog at [www.jerpint.io]()
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- - Public Speaking: Regular invited speaker at AI conferences and workshops
165
- - Hobbies: Rock climbing, hockey, guitar, drums, travel
 
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