Uploaded August 2021 | Updated September 2026, 1 week ago
👨👩👧👦 JOIN OUR DISCORD COMMUNITY:
Discord ► discord.gg/peBrCpheKE
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❤️ Become The AI Epiphany Patreon ❤️ ► patreon.com/theaiepiphany
In this video I kick off a series of videos where I'll be walking you through how to use certain ML tools!
ML is definitely more than research. It's about engineering and it's about using the best tools out there to get the job done.
First up: Jina AI - a neural search engine!
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✅ Jina AI GitHub: github.com/jina-ai/jina
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⌚️ Timetable:
00:00 A high-level overview of Jina AI
03:30 Setting up the MNIST fashion example
04:50 Arguments and data loading
10:15 Core concepts - Flow and Executors
11:40 Visualizing the flow
12:40 Flow is lazy
13:45 The core algorithm explained
15:20 Indexing
18:15 Encoding the images via SVD
22:45 Evaluation - finding closest embeddings
27:50 Writing to an HTML
29:25 HTML results visualized
30:10 Chatbot example overview
31:00 Outro
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
💰 BECOME A PATREON OF THE AI EPIPHANY ❤️
If these videos, GitHub projects, and blogs help you,
consider helping me out by supporting me on Patreon!
The AI Epiphany ► patreon.com/theaiepiphany
One-time donation:
paypal.com/paypalme/theaiepiphany
Much love! ❤️
Huge thank you to these AI Epiphany patreons:
Eli Mahler
Petar Veličković
Bartłomiej Danek
Zvonimir Sabljic
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
💡 The AI Epiphany is a channel dedicated to simplifying the field of AI using creative visualizations and in general, a stronger focus on geometrical and visual intuition, rather than the algebraic and numerical "intuition".
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
👋 CONNECT WITH ME ON SOCIAL
LinkedIn ► linkedin.com/in/aleksagordic
Twitter ► twitter.com/gordic_aleksa
Instagram ► instagram.com/aiepiphany
Facebook ► facebook.com/aiepiphany
👨👩👧👦 JOIN OUR DISCORD COMMUNITY:
Discord ► discord.gg/peBrCpheKE
📢 SUBSCRIBE TO MY MONTHLY AI NEWSLETTER:
Substack ► aiepiphany.substack.com
💻 FOLLOW ME ON GITHUB FOR ML PROJECTS:
GitHub ► github.com/gordicaleksa
📚 FOLLOW ME ON MEDIUM:
Medium ► gordicaleksa.medium.com
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
#jinaai #neuralsearch #mltools
👨👩👧👦 JOIN OUR DISCORD COMMUNITY:
Discord ► discord.gg/peBrCpheKE
📢 SUBSCRIBE TO MY MONTHLY AI NEWSLETTER:
Substack ► aiepiphany.substack.com
❤️ Become The AI Epiphany Patreon ❤️ ► patreon.com/theaiepiphany
In this video I kick off a series of videos where I'll be walking you through how to use certain ML tools!
ML is definitely more than research. It's about engineering and it's about using the best tools out there to get the job done.
First up: Jina AI - a neural search engine!
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
✅ Jina AI GitHub: github.com/jina-ai/jina
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
⌚️ Timetable:
00:00 A high-level overview of Jina AI
03:30 Setting up the MNIST fashion example
04:50 Arguments and data loading
10:15 Core concepts - Flow and Executors
11:40 Visualizing the flow
12:40 Flow is lazy
13:45 The core algorithm explained
15:20 Indexing
18:15 Encoding the images via SVD
22:45 Evaluation - finding closest embeddings
27:50 Writing to an HTML
29:25 HTML results visualized
30:10 Chatbot example overview
31:00 Outro
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
💰 BECOME A PATREON OF THE AI EPIPHANY ❤️
If these videos, GitHub projects, and blogs help you,
consider helping me out by supporting me on Patreon!
The AI Epiphany ► patreon.com/theaiepiphany
One-time donation:
paypal.com/paypalme/theaiepiphany
Much love! ❤️
Huge thank you to these AI Epiphany patreons:
Eli Mahler
Petar Veličković
Bartłomiej Danek
Zvonimir Sabljic
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
💡 The AI Epiphany is a channel dedicated to simplifying the field of AI using creative visualizations and in general, a stronger focus on geometrical and visual intuition, rather than the algebraic and numerical "intuition".
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
👋 CONNECT WITH ME ON SOCIAL
LinkedIn ► linkedin.com/in/aleksagordic
Twitter ► twitter.com/gordic_aleksa
Instagram ► instagram.com/aiepiphany
Facebook ► facebook.com/aiepiphany
👨👩👧👦 JOIN OUR DISCORD COMMUNITY:
Discord ► discord.gg/peBrCpheKE
📢 SUBSCRIBE TO MY MONTHLY AI NEWSLETTER:
Substack ► aiepiphany.substack.com
💻 FOLLOW ME ON GITHUB FOR ML PROJECTS:
GitHub ► github.com/gordicaleksa
📚 FOLLOW ME ON MEDIUM:
Medium ► gordicaleksa.medium.com
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
#jinaai #neuralsearch #mltools

