In this video you will learn about three very common methods for data dimensionality reduction: PCA, t-SNE and UMAP. These are especially useful when you want to visualise the latent space of an autoencoder.

If you want to learn more about these techniques, here are some key papers:
- UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction https://arxiv.org/abs/1802.03426
- Stochastic Neighbor Embedding https://papers.nips.cc/paper_f....iles/paper/2002/hash
- Visualizing Data using t-SNE https://www.jmlr.org/papers/vo....lume9/vandermaaten08

And if you want to learn about even more recent techniques such as TriMAP and PACMAP, here are the papers:
- TriMap: Large-scale Dimensionality Reduction Using Triplets https://arxiv.org/abs/1910.00204
- PaCMAP https://arxiv.org/abs/2012.04456

Chapters:
00:36 PCA
05:15 t-SNE
13:30 UMAP
18:02 Conclusion

This video features animations created with Manim, inspired by Grant Sanderson's work at @3blue1brown. Here is the code that I used to make this video: https://github.com/ytdeepia/La....tent-Space-Visualisa

If you enjoyed the content, please like, comment, and subscribe to support the channel!


#DeepLearning #PCA #ArtificialIntelligence #tsne #DataScience #LatentSpace #Manim #Tutorial #machinelearning #education #somepi

1. Helen Reddy - Angie Baby
2. John Denver - Annie's Song
3. Cat Stevens - Another Saturday Night
4. John Denver - Back Home Again
5. Paul McCartney & Wings - Band on the Run
6. First Class - Beach Baby
7. Elton John - Bennie and the Jets
8. Bo Donaldson & The Heywoods / Paper Lace - Billy Don't Be a Hero
9. Elton John - Candle in the Wind
10. Barry White - Can't Get Enough of Your Love
11. Gordon Lightfoot - Carefree Highway
12. Harry Chapin - Cat's in the Cradle
13. Redbone - Come and Get Your Love
14. Cher - Dark Lady
15. Suzi Quatro - Devil Gate Drive
16. Elton John - Don't Let the Sun Go Down on Me
17. Carl Carlton - Everlasting Love
18. Ken Boothe - Everything I Own
19. Slade - Far Far Away
20. Johnny Bristol - Hang On In There Baby
21. Paul Anka with Odia Coates - (You're) Having My Baby
22. Showaddywaddy - Hey Rock and Roll
23. ABBA / Sweet Dreams - Honey Honey
24. Blue Swede - Hooked on a Feeling
25. Billy Swan - I Can Help
26. Olivia Newton-John - I Honestly Love You
27. Eric Clapton - I Shot the Sheriff
28. Carpenters - I Won't Last a Day Without You
29. Terry Jacks - If You Go Away
30. Olivia Newton-John - If You Love Me (Let Me Know)
31. Jim Croce - I'll Have to Say I Love You in a Song
32. Albert Hammond - I'm a Train
33. Alvin Stardust - Jealous Mind
34. Paul McCartney & Wings - Jet
35. Dolly Parton - Jolene
36. The Rubettes - Jukebox Jive
37. Kool and the Gang - Jungle Boogie
38. Paul McCartney & Wings - Junior's Farm
39. Queen - Killer Queen
40. The Drifters - Kissin' in the Back Row
41. Carl Douglas - Kung Fu Fighting
42. Neil Sedaka - Laughter in the Rain
43. Bachman–Turner Overdrive - Let It Ride
44. Mud - Lonely This Christmas
45. Neil Diamond - Long Fellow Serenade
46. The Osmonds - Love Me for a Reason
47. The Love Unlimited Orchestra - Love's Theme
48. Elton John - Lucy in the Sky with Diamonds
49. Electric Light Orchestra - Ma-Ma-Ma-Belle
50. Maria Muldaur - Midnight at the Oasis
51. Bee Gees - Mr. Natural
52. Gloria Gaynor - Never Can Say Goodbye
53. Billy Preston - Nothing from Nothing
54. Cat Stevens - Oh Very Young
55. Billy Joel - Piano Man
56. Golden Earring - Radar Love
57. David Bowie - Rebel Rebel
58. Steely Dan - Rikki Don't Lose That Number
59. The Righteous Brothers - Rock and Roll Heaven
60. Andy Kim - Rock Me Gently
61. The Hues Corporation - Rock the Boat
62. George McCrae - Rock Your Baby
63. Sweet Sensation - Sad Sweet Dreamer
64. Terry Jacks - Seasons in the Sun
65. Queen - Seven Seas of Rhye
66. Bay City Rollers - Shang-a-Lang
67. Charles Aznavour - She
68. Al Wilson - Show and Tell
69. Blue Magic - Sideshow
70. Ralph McTell - Streets of London
71. The Rubettes - Sugar Baby Love
72. Bay City Rollers - Summerlove Sensation
73. Gordon Lightfoot - Sundown
74. John Denver - Sunshine on My Shoulders
75. Lynyrd Skynyrd - Sweet Home Alabama
76. The Sweet - Teenage Rampage
77. The Hollies - The Air That I Breathe
78. Slade - The Bangin' Man
79. Elton John - The Bitch Is Back
80. Mud - The Cat Crept In
81. Billy Joel - The Entertainer
82. Steve Miller Band - The Joker
83. Grand Funk - The Loco-Motion
84. Paper Lace - The Night Chicago Died
85. Leo Sayer / Three Dog Night - The Show Must Go On
86. The Sweet - The Sixteens
87. Dionne Warwick & The Spinners - Then Came You
88. Sparks - This Town Ain't Big Enough for Both of Us
89. Mud - Tiger Feet
90. America - Tin Man
91. The Rubettes - Tonight
92. MFSB - TSOP (The Sound of Philadelphia)
93. Mike Oldfield - Tubular Bells
94. Aretha Franklin - Until You Come Back to Me
95. ABBA - Waterloo
96. Three Degrees - When Will I See You Again
97. Bachman–Turner Overdrive - You Ain't Seen Nothing Yet
98. Stevie Wonder - You Haven't Done Nothin'
99. The Stylistics - You Make Me Feel Brand New
100. Barry White - You're the First, The Last, My Everything

Based on the charts of the US and Europe.
The songs are in alphabetical order.
Song snippets are kept short due to copyright reasons.

Basically a full day AI course crammed into 18 mins of drawing & talking. Target audience: Everyone.
NEWS: Book is now available: https://leanpub.com/ainutshell
NEWS: Course is now available: https://www.ymnig.ai/courses/p....rompt-engineering-in

Covers questions like What is generative AI, how does it work, how do I use it, what are some of the risks & limitations. Also covers things like autonomous agents, the role of us humans, prompt engineering tips, AI-powered product development, origin of ChatGPT, different types of models, and some tips about mindset around this whole thing.

Here is the full drawing:
https://blog.crisp.se/wp-conte....nt/uploads/2024/01/g

Voice translations:
- Playlist with a bunch of AI voice translations: https://www.youtube.com/watch?v=ojLUcaqbLBM&list=PL-u8jDo3b1vnzUtiOfLliB2tbDLwVXiqb
- French: https://www.youtube.com/watch?v=AkPW3zWHA7w
- French: https://www.youtube.com/watch?v=nTFL-GzSrWo
- German: https://www.youtube.com/watch?v=Dgu5utapmk0
- Hindi: https://www.youtube.com/watch?v=gZdUcxqKCe4
- Kurdish (Sorani): https://www.youtube.com/watch?v=bvscuBrd3b0
- Ukrainian: https://www.youtube.com/watch?v=rUqIzty9hkM
- Urdu: https://www.youtube.com/watch?v=VFy6mvcOXoc

Would you like to make a voice translation? ElevenLabs can do really voice translation which even sounds like me :)
You can also do a manual dub with your own voice if you prefer. Whatever works best.
1. Check out https://elevenlabs.io/docs/dubbing/studio
2. Make the video & upload it to youtube or somewhere.
3. Make sure the description shows that this is an AI translation, and include a link to the original video.
4. Send a link to me (for example via a comment) and I'll add it above.

You can decide if you want to host it on your youtube channel or if I should host it.

If you have practical questions you can ask Stefan Kirschnick, he made the German dub and is happy to provide support. https://www.linkedin.com/in/stefankirschnick/

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This full course on AI agents is segmented into three chapters: foundational understanding of AI agents, hands-on tutorials for building various AI use cases, and strategies for monetization. You’ll gain insights into the anatomy of AI agents, practical steps for creating them using no-code platforms, and real-world applications to seize the growing opportunities in AI.

Timestamps:
0:00 - What We’re Covering
2:39 - Why Learn to Build AI Agents?
5:39 - What Are AI Agents?
6:40 - Chatbot or Agent?
8:44 - Anatomy of an AI Agent
12:34 - The Three Ingredients
13:58 - The Web, APIS, and Tools Explained
17:04 - Anatomy of a Tool
18:40 - Schemas: API Instruction Manuals
23:00 - Advanced Tools Use
26:11 - Conversational or Automated Agents
29:23 - Real-World Applications
32:39 - Foundations Summary
35:00 - What We’re Building
38:34 - Build 1
1:11:12 - Build 2
1:47:44 - Build 3
3:01:29 - Build 4
3:35:29 - The Real Opportunity
3:39:47 - Three Ways to Win
3:41:30 - Extending Your Knowledge Gap
3:45:49 - Getting Your First Clients
3:48:46 - Next Steps

High Quality HDR 12K VIDEO ULTRA HD 120FPS, 60FPS, 30FPS For Your HDR 8K resolution devices. Amazing combination of 12k sensor and one of the sharpest lenses in the world Zeiss Otus set in addition of HDR brings image to life! You can use this collection of Hight Resolution clips in your Tv For The Living Room, Office, Lounge, Waiting Room, Spa, Showroom, Restaurant and more. Play It On Your LG Qled TV, Samsung Oled TV, Smart TV, Sony Device, Samsung Technology, Roku, Apple TV, IPad Pro, Apple XDR, Chromecast, Xbox, Playstation and more.

🎦 Note: To view at 8K 60P you will need to use Chrome & opera.

🎦 All Videos was shot, edited & color graded by me.
THESE 8K VIDEOS ARE FOR TV'S FOR DEMO AND TEST THE QUALITY OF ALL 8K TV'S.

= I have done High color correction, Color changing, Raw Videos editing, HDR color Setting, merge files & 8K Export file etc.

Editing Video by
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This video created for entertainment informative, educational purposes and Film & Animation.
( Wild animals , Nature, Timelapse nature, Insect )


Editing Software
Adobe premiere pro

ALL CREDIT GOES TO YOUTUBE

Copyright
= All The footage Was Edited And Color Corrected By Me.
= Video Footage Copyright Under License.

All other rights reserved.

#12kHDR #DolbyAtmos #DolbyVision

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In this video, I will show you how to install PrivateGPT on your local computer. PrivateGPT uses LangChain to combine GPT4ALL and LlamaCppEmbeddeing for information retrieval from documents in different formats including PDF, TXT and CVS. The list of file types can be easily extended with PrivateGPT.

LINKS:
PrivateGPT GitHub: https://github.com/imartinez/privateGPT
Open Embeddings Video: https://youtu.be/ogEalPMUCSY
LLM Playlist: https://www.youtube.com/playli....st?list=PLVEEucA9MYh

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PMP (Project Management Professional) is a globally recognized certification for project managers. It is awarded by the Project Management Institute (PMI) and validates the knowledge and skills required for successful project management. PMP covers five domains: initiation, planning, execution, monitoring and control, and closing. Obtaining PMP certification demonstrates your expertise in project management and enhances your career prospects in various industries. This full course is designed to give you a detailed knowledge of PMBOK Project Management Edition. Stay tuned and stick to the end of the video to gain complete knowledge of project management.

00:00 Project Management - An introduction
03:03 What is Project Management
08:53 Reasons to Get PMP Certified
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6:54:38 Project Management Interview Questions

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🔥 Generative AI Certification course: https://www.edureka.co/introduction-generative-ai

In this video, on *What is Generative AI* , we will dive into Generative AI, exploring its definition, key examples, and diverse applications across sectors like healthcare and education. We'll also discuss how generative AI shapes different fields, highlight its potential future impact, and showcase a practical mini-project. Using the YouTube Transcript API and Google's generative AI, we will learn how to build a video summarizer, providing a hands-on example of generative AI’s capabilities. This video is ideal for tech enthusiasts and beginners alike, as it unpacks generative AI's transformative role in the tech world.

✅ 00:00 - Introduction to Generative AI
✅ 03:05 - What is Generative AI?
✅ 04:10 - Applications of Generative AI
✅ 05:18 - How Generative AI Works?
✅ 06:24 - Examples of Generative AI Tools
✅ 07:40 - Future of Generative AI
✅ 08:32 - How to Build a Video Summarizer?

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𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐎𝐧𝐥𝐢𝐧𝐞 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐚𝐧𝐝 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬

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- - - - - - - - - - - - - -
What are the Outcomes after learning a Generative AI course ?

Upon completing the Introduction to Generative AI Fundamentals Course, participants will attain the following learning outcomes:
Develop a comprehensive understanding of generative AI
Gain practical experience through interactive sessions and exercises
Familiarize with popular generative AI algorithms
Explore the creative potential of generative AI in generating realistic images, text, music, and other forms of media, fostering innovation and experimentation.
Understand the ethical implications and considerations associated with generative AI.

- - - - - - - - - - - - - -

Why to Learn Generative AI course?

Enroll in the Introduction to Generative AI fundamentals Course to acquire a thorough grasp of generative models, covering everything from basic concepts to cutting-edge uses. Delve into ethical considerations and practical techniques for creating generative AI solutions for actual industry situations, equipping you for various positions in AI advancement and creativity.
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Who should learn Generative AI courses?

This course on Introduction to Generative AI is perfect for individuals aiming to pursue a career in AI, including data scientists, researchers, and developers who wish to explore generative models. It is also beneficial for professionals in various sectors, such as software development, marketing, and retail, who want to utilize AI for problem-solving and innovation.

For more information, please write back to us at [email protected] or call us at IND: 9606058406 / US & Others: +18885487823 (toll-free)

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