Google I/O extended 2024 - Gemini: Exploration of Multimodality and Improvement through Code

Transcript

1. Gemini: Exploration of multimodality and improvement through code Women Techmakers Montreal Team
2. Women Techmakers is a program created by Google to celebrate International Women’s Day by highlighting the talent of women in technology. Our mission at Women Techmakers Montreal? To provide inspiration to start or continue a career in technology and help establishing a solid networking to realize your professional project beyond the day of the event. Hello! Become a volunteer!
3. Dr. Stefania Pecore From a university degree in foreign languages to a Ph.D. in CS, programming, and Natural Language Processing. With a passion for leveraging technology to enhance communication, she played a pivotal role in assisting numerous enterprises across diverse sectors—education, manufacturing, biotech, and even venturing into video games—by integrating NLP solutions into their products. Eager to share her insights, she became a mentor for women, holding positions as a Google Women Techmakers, Women in AI, and Women in Games Ambassador. In 2024, she became lead of Google Women Techmakers Montréal Chapter and she was also appointed as an AI Expert for UNESCO's Women4Ethical AI allowing her to further apply her expertise in fostering responsible AI and supporting Ethical approaches in AI systems creation. Speakers
4. With a degree in Civil Engineering and 3x Google Cloud Certified, she recently pursued an Artificial Intelligence course in Montreal and is currently pursuing a postgraduate degree in MLOps. Driven by a passion for solving problems with technology, she has contributed to diverse projects in education, media, investments funds and startups using GCP. She runs her own company where she serves as a Data Scientist Consultant and ML Instructor. She believes strongly in the power of education, which is why she is committed to teaching and empowering others through her journey. Beyond algorithms and code, she is equally passionate about community and mentorship. As an Ambassador for Women Techmakers, Alura Stars Ambassador and a mentor for Mulheres em Dados, she is dedicated to empowering more women in tech and fostering a diverse, inclusive community. Leticia Pires Speakers
5. A software engineering student, she joined Women Techmakers two years ago, demonstrating her commitment to building a more inclusive tech space. As the founder lead of Google Developer Student Clubs (GDSC) at Concordia, Hanine commits to fostering a vibrant tech community on campus through workshops and events around various areas of technology. Hanine also established a mentorship program, pairing students with experienced mentors to provide them with support, guidance, tech skills and career advice. Her experience spans across backend development and cloud integration to secure connections between servers and applications. She also dabbles in frontend development, developing user interfaces that are both functional and visually appealing. Hanine's curiosity extends to the fields of robotics and system controls. Hanine Tydrini Speakers Speakers
6. Agenda 01 02 03 Gemini 1.0 versus Gemini 1.5 (theory) Gemini 1.0 versus Gemini 1.5 (practice) The multimodal world of Gemini Google I/O Extended - Speaker slides
7. Gemini 1.0 versus Gemini 1.5 (theory) Speaker: Hanine Tydrini
8. Transformer-based architectures Relies on a single, large neural network architecture with multiple layers (encoders and decoders) for processing sequential data like text. Sparse Mixture-of-Experts (MoE) Decomposes the traditional Transformer architecture into a collection of smaller, specialized "expert" models. A gating network then determines which expert(s) handle specific parts of the input sequence. Gemini 1.5 Gemini 1.0 Architecture Caption Imagine a large team of researchers working on a complex project. Each researcher has expertise in different areas, but they all need to communicate and collaborate to complete the project. Caption This would be like dividing the project into smaller sub-projects and assigning each sub-project to a team of specialized researchers. A coordinator then ensures each team gets the relevant information and collaborates effectively.
9. 32,000 tokens Public: 128 000 tokens Private & devs: 1 million tokens Available for waitlist: 2 million Private & devs: 1 million tokens Available for waitlist: 2 million Tested for up to 10 million tokens 1.0 Pro 1.5 Pro 1.5 Flash Larger Context Window
10. Text Images Audio Code Multimodal Capacities Input Pipeline Remains the primary input format Convolutional Neural Networks (CNNs): expert image analysts who extract high-level features like shapes, edges, and objects Mel-Frequency Cepstral Coefficients (MFCCs) transform the raw audio into a numerical representation that captures its characteristics Syntax parsing and code embeddings
11. Enhanced Domain-Specific Knowledge with Gemini 1.5 The model has been trained with a more extensive and diverse dataset, allowing it to excel in specialized areas such as medical, legal, and technical domains.
12. 87% When tested on a panel of text, code, image, audio and video evaluations 1.5 Pro outperforms 1.0 Pro on of the benchmarks
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16. Gemini 1.0 versus Gemini 1.5 (practice) Speaker: Dr. Stefania Pecòre
17. Aimed at individual developers and teams, it’s a web-based tool that “enables you to quickly develop prompts and then get an API key to use in your app development.” The “Get code” button lets you transfer work to your IDE in cURL, JavaScript, Python, Android (Kotlin), and Swift. Google AI Studio - what’s this? Montréal
18. I have 3 apples today, yesterday I ate an apple. How many apples do I have now? Quiz!
19. Gemini 1.5 Gemini 1.0 Test: how many apples?
20. What’s heavier: a kilo of feathers or a pound of steel? Quiz!
21. Gemini 1.5 Flash Gemini 1.0 Test: What’s heavier? Gemini 1.5 pro
22. Gemini 1.0 Gemini 1.5 Test: Apples… again!
23. Gemini 1.5 Flash Test: Needle In a Haystack
24. Gemini 1.5 Pro Test: Needle In a Haystack
25. The multimodal world of Gemini Speakers: Dr. Stefania Pecòre & Leticia Pires
26. Scan here for the code
27. Follow us on social media
28. Thank You Hanine Tydrini Software Student Dr. Stefania Pecòre AI Director Leticia Pires Data Scientist
29. Our palette uses the Google primaries mixed as a gradient. A Background Grey should be used as to not overwhelm an audience with pure RGB white. Outlines for UI elements are set in 2.5pt in Black (Grey 900). All type should be Black (Grey 900) and highlights/color pops should be gradients. Primaries Blue 500 Hex #4285F4 RGB 66, 133, 244 CMYK 88. 40, 0, 0 PMS 2173 Coated PMS 2193 Uncoated Blend Only Colors Orange Hex #F46831 Purple Hex #9F6CD4 Yellow Hex #FFCB32 Neutrals Background Grey Hex #EEEEEE RGB 238, 238, 238 CMYK 5,4,5,0 PMS Cool Grey 1 Coated PMS Cool Grey 1 Uncoated Grey 900 Hex #202124 RGB 32, 33, 36 CMYK 5,0,0,90 PMS 426 Coated PMS 426 Uncoated White Hex #FFFFFF RGB 255, 255, 255 Green 500 Hex #34A853 RGB 52, 168, 83 CMYK 85, 0, 92, 0 PMS 2257 Coated PMS 2271 Uncoated Yellow 500 Hex #FBBC04 RGB 251, 188, 4 CMYK 0. 37, 100, 0 PMS 7549 Coated PMS 7549 Uncoated Red 500 Hex #EA4335 RGB 234, 67, 53 CMYK 0, 87, 89, 0 PMS 179 Coated PMS 2347 Uncoated Google I/O Extended - Colors
30. Section title slides
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35. Title slides
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42. Content slides
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48. This is body copy. Connect with fellow developers and startups in your area, hear from industry experts, share your skills, and learn new ones. This is body copy. Bringing developers together in-person and online. Stay in the know about upcoming events. This is a subhead This is a subhead Headline goes here Section #
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50. Connect with fellow developers and startups in your area, hear from industry experts, share your skills, and learn new ones. Get inspired to use Google technologies. Search for open source projects, learn from other developers, and submit your latest projects. This is a subhead This is a subhead Bringing developers together in-person and online. Stay in the know about upcoming events. This is a subhead Headline goes here Section #
51. Connect with fellow developers and startups in your area, hear from industry experts, share your skills, and learn new ones. Get inspired to use Google technologies. Search for open source projects, learn from other developers, and submit your latest projects. Tile Goes Here Tile Goes Here Bringing developers together in-person and online. Stay in the know about upcoming events. Tile Goes Here Section # 01 02 03
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63. Connect with fellow developers and startups in your area, hear from industry experts, share your skills, and learn new ones. Get inspired to use Google technologies. Search for open source projects, learn from other developers, and submit your latest projects. 1 billion 2 billion Bringing developers together in-person and online. Stay in the know about upcoming events. 100,000 Bringing developers together in-person and online. Stay in the know about upcoming events. Connect with fellow developers and startups in your area, hear from industry experts, share your skills, and learn new ones. 20 million 2,000 Get inspired to use Google technologies. Search for open source projects, learn from other developers, and submit your latest projects. 10 Section #
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