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P2546-09 68IN 5 BLADE FANFinish Brushed Nickel Finish Type Plated Category Ceiling Fans Style Farmhouse; Transitional; Urban Industrial Option Dry Rated Family Ellwood Voltage 120 Air Flow CFM 7587 Air Flow Efficiency 84 Backplate Height(in) 2. 38 Backplate Width(in) 6. 44 Blade Pitch 17 Down Rod Included 8 in Electricity Used 90 Introduction Date 08 01 2017 Length(in) 68. 00 Material Steel Motor Fan Speed 3 Speed, Remote Control Reverse Remote Control Included 3 Speed Remote
| Finish | Brushed Nickel |
| Finish Type | Plated |
| Category | Ceiling Fans |
| Style | Farmhouse;Transitional;Urban Industrial |
| Option | Dry Rated |
| Family | Ellwood |
| Voltage | 120 |
| Air Flow CFM | 7587 |
| Air Flow Efficiency | 84 |
| Backplate Height(in) | 2.38 |
| Backplate Width(in) | 6.44 |
| Blade Pitch | 17 ° |
| Down Rod Included | 8 in |
| Electricity Used | 90 |
| Introduction Date | 08/01/2017 |
| Length(in) | 68.00 |
| Material | Steel |
| Motor Fan Speed | 3 Speed, Remote Control Reverse |
| Remote Control Included | 3 Speed Remote Control |
| Ship Carton Height(in) | 11.12 |
| Ship Carton Length(in) | 29.25 |
| Ship Carton Width(in) | 17.37 |
| Ship Weight(lbs) | 34.21 |
| Vendor Ship Method | Non UPS Shippable False |
| Warranty | Limited Lifetime |
| Weight(lbs) | 25.36 |
| Wire Included | 80 in |
| Americans with Disabilities Act | No |
| Backplate Depth | 6.44 |
| Bulb Included | No |
| Can be Mounted Up or Down | No |
| Canopy Shape | Round |
| Certified Listed Location | Dry Location Listed |
| Construction Material Main Part | Construction |
| Convertible Fixture Includes Both Mounts | FALSE |
| Country of Origin | CN |
| Dark Sky | No |
| Design Series | No |
| Downrod Width(in) | 0.75 in |
| Energy Efficient | No |
| Energy Star | No |
| Fan Blade Material | Carved Wood |
| Fan Blades Finish Descriptor | Non Reversible |
| Fan Dual mount | No |
| Fan Fob Finish | n/a |
| Grounded Convenience Outlet included | No |
| JA8 | No |
| Mount Location | Ceiling |
| MTO | No |
| Post Top Fits Standard | No |
| Prop 65 | Yes |
| Prop 65 Description | Reproductive Harm, Cancer |
| Quick Install Canopy | No |
| Quick Link Connector | No |
| Room Type | Great Room;Bedroom;Living Room;Bonus Room |
| Safety Rating | UL |
| Title 24 | No |
| Weight of Fixture Exceeds NEC Limits(lbs) | No |
| Width Diameter(in) | 68 in dia. |
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4.9 ★★★★★
Based on 6 reviews
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Product Reviews
★★★★★ 1
Light on substance and heavy on flaws
Format: Paperback
The book has a great list of topics, but fails to provide much substance any of them.
Most of the provided code is just comments that avoid the actual crux of the issues being discussed. (e.g. #implement the logic to validate XYZ - while the whole point of this chapter is teach how the heck we validate XYZ!)
Some parts are plain wrong, for example the part on Graph based RAG is fundamentally flawed as it assumes the text embedding and the graph embedding are in the same latent space. (This is one of many more examples).
Seems like the book was rushed, and the author has limited hands on experience (if any).
At least we know based on the amount of flaws that it was not written by an LLM
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Reviewed in the United States on December 31, 2025
★★★★★ 5
Excellent book to truly understand LLM design patterns
Format: Paperback
I just finished reviewing Ken Huang's pocket book on LLM Design Patterns, and WOW what an amazing resource! This book is excellent if you want to truly understand how to create and enhance intelligent AI language models, all that in your pocket!
Ken makes the difficult things seem surprisingly easy, and that's the real MAGIC.
- How to prepare your data for training by making it extremely clean.
Developing the brains: the practical aspects of training, optimizing, and maintaining your models.
- Learn amazing prompting techniques (such as Chain-of-Thought and Tree-of-Thoughts) to improve your AI's reasoning and problem-solving abilities.
Learn everything there is to know about RAGs so that your LLM can incorporate outside expertise.
- It also delves into creating "agentic" AI that is capable of action and planning (not only simple plan and execute but also enhanced techniques like ReWoo!)
Really, this feels like a useful toolkit, so Ken thank you for that resource
Thanks, Idan Habler
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Reviewed in the United States on June 9, 2025
★★★★★ 3
A Broad Overview, But Light on Modern Fine-Tuning
Format: Paperback
I'm currently really interested in fine-tuning LLMs and recently completed my first LoRA-based fine-tuning on a quantized model. I came to this book looking for more detail on fine-tuning. While it touches on the topic, I found the content didn’t quite align with the current state of the field in 2025. Techniques like LoRA, QLoRA, and PEFT weren’t really covered, and the material leaned more toward what I think are older or lower level approaches. That made it harder to connect with what I’m actually working on.
That said, when I shifted to other chapters — like the sections on prompt engineering techniques such as Chain of Thought (CoT) and Tree of Thought (ToT) — I found more value. These sections were clearer, and I picked up a few practical insights, like using few-shot examples that walk through the CoT reasoning process. That’s not something I’ve tried before, and I can see how it might help smaller models that struggle with any type of reasoning tasks.
Overall, the book feels more like a broad overview of all LLM concepts. For someone exploring many topics across the LLM ecosystem, it offers a wide-ranging introduction. But for readers like me who are actively trying to learn and apply techniques like fine-tuning and quantization, it may leave you wanting up-to-date guidance.
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Reviewed in the United States on August 10, 2025
★★★★★ 5
Great foundation read for security!
Format: Paperback
This book is a great read! It builds a strong foundation and I would highly recommend it for builders who are interetsed in building on LLMs and ensuring everything is secure. Security is super important and this book does it justice!
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Reviewed in the United States on June 27, 2025
★★★★★ 5
Loved it
Format: Paperback
I’ve easily read dozens of tech books. I liked this one a lot. Sure, there were boring parts, but most of it was engaging, especially on dry subjects. I previously read “How AI Works” and found this more informative and way more enjoyable. I got through the 700 pages in about 5 weeks while also learning about probability and linear algebra from other books and online sources. I’d love to read something more advanced by the author, maybe getting into more modern applications. I feel more comfortable with the subject and feel I am now ready to conquer more advanced texts. I initially picked this up to give me some background before reading “How to Build a LLM (from scratch)”. I’ve ordered an intermediary Deep Learning with Python book as well, but wouldn’t mind a more advanced theory book to accompany these books. I’ll definitely be rereading sections of this book to further familiarize myself with topics like backpropagation. Highly recommend if you’re looking for a gentle, but broad introduction to the topic.
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Reviewed in the United States on November 14, 2025