- Jude plans to create a magazine for their final project and is considering topics like football, skateboarding, fashion, and hip hop. They feel most confident using these topics as they are part of their daily life.
- Jude created three mind maps and three mood boards exploring magazine content and design ideas. The mood boards showed repetition of black and white photos and trends like models looking away from the camera.
- The mood boards will influence Jude's magazine by providing inspiration for photos, advertised brands, skateboarding content, diverse color schemes, and minimalist logo design.
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Round table discussion of vector databases, unstructured data, ai, big data, real-time, robots and Milvus.
A lively discussion with NJ Gen AI Meetup Lead, Prasad and Procure.FYI's Co-Found
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Subhajit Sahu
Abstract — Levelwise PageRank is an alternative method of PageRank computation which decomposes the input graph into a directed acyclic block-graph of strongly connected components, and processes them in topological order, one level at a time. This enables calculation for ranks in a distributed fashion without per-iteration communication, unlike the standard method where all vertices are processed in each iteration. It however comes with a precondition of the absence of dead ends in the input graph. Here, the native non-distributed performance of Levelwise PageRank was compared against Monolithic PageRank on a CPU as well as a GPU. To ensure a fair comparison, Monolithic PageRank was also performed on a graph where vertices were split by components. Results indicate that Levelwise PageRank is about as fast as Monolithic PageRank on the CPU, but quite a bit slower on the GPU. Slowdown on the GPU is likely caused by a large submission of small workloads, and expected to be non-issue when the computation is performed on massive graphs.
Unleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdfEnterprise Wired
In this guide, we'll explore the key considerations and features to look for when choosing a Trusted analytics platform that meets your organization's needs and delivers actionable intelligence you can trust.
Adjusting primitives for graph : SHORT REPORT / NOTESSubhajit Sahu
Graph algorithms, like PageRank Compressed Sparse Row (CSR) is an adjacency-list based graph representation that is
Multiply with different modes (map)
1. Performance of sequential execution based vs OpenMP based vector multiply.
2. Comparing various launch configs for CUDA based vector multiply.
Sum with different storage types (reduce)
1. Performance of vector element sum using float vs bfloat16 as the storage type.
Sum with different modes (reduce)
1. Performance of sequential execution based vs OpenMP based vector element sum.
2. Performance of memcpy vs in-place based CUDA based vector element sum.
3. Comparing various launch configs for CUDA based vector element sum (memcpy).
4. Comparing various launch configs for CUDA based vector element sum (in-place).
Sum with in-place strategies of CUDA mode (reduce)
1. Comparing various launch configs for CUDA based vector element sum (in-place).
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
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https://www.meetup.com/unstructured-data-meetup-new-york/
This meetup is for people working in unstructured data. Speakers will come present about related topics such as vector databases, LLMs, and managing data at scale. The intended audience of this group includes roles like machine learning engineers, data scientists, data engineers, software engineers, and PMs.This meetup was formerly Milvus Meetup, and is sponsored by Zilliz maintainers of Milvus.
Techniques to optimize the pagerank algorithm usually fall in two categories. One is to try reducing the work per iteration, and the other is to try reducing the number of iterations. These goals are often at odds with one another. Skipping computation on vertices which have already converged has the potential to save iteration time. Skipping in-identical vertices, with the same in-links, helps reduce duplicate computations and thus could help reduce iteration time. Road networks often have chains which can be short-circuited before pagerank computation to improve performance. Final ranks of chain nodes can be easily calculated. This could reduce both the iteration time, and the number of iterations. If a graph has no dangling nodes, pagerank of each strongly connected component can be computed in topological order. This could help reduce the iteration time, no. of iterations, and also enable multi-iteration concurrency in pagerank computation. The combination of all of the above methods is the STICD algorithm. [sticd] For dynamic graphs, unchanged components whose ranks are unaffected can be skipped altogether.
Enhanced Enterprise Intelligence with your personal AI Data Copilot.pdfGetInData
Recently we have observed the rise of open-source Large Language Models (LLMs) that are community-driven or developed by the AI market leaders, such as Meta (Llama3), Databricks (DBRX) and Snowflake (Arctic). On the other hand, there is a growth in interest in specialized, carefully fine-tuned yet relatively small models that can efficiently assist programmers in day-to-day tasks. Finally, Retrieval-Augmented Generation (RAG) architectures have gained a lot of traction as the preferred approach for LLMs context and prompt augmentation for building conversational SQL data copilots, code copilots and chatbots.
In this presentation, we will show how we built upon these three concepts a robust Data Copilot that can help to democratize access to company data assets and boost performance of everyone working with data platforms.
Why do we need yet another (open-source ) Copilot?
How can we build one?
Architecture and evaluation
2. Initial Reaction
• After taking a brief look at what I need to complete for my final production, I feel very
confident that I will be able to complete my work very successfully.
• There was several different routes I could have taken for my final production and I am
choosing to create a magazine as it gives me some great experiences for future references as
I want to pursue a career in this aspect of media.
• After deciding that I want to create a magazine, I then have to decide what my magazine will
include. I have several ideas that I could use currently, which include football, skateboarding,
fashion and Hip Hop.
• The reason I have decided to consider these ideas is because they are the topics I feel most
confident and comfortable using as they are all part of my day to day life.
• I believe choosing football would be a very smart decision because I have lots of knowledge
on the sport which will help me create a detailed magazine.
• Also, I have lots of experience creating magazines that include football content as I chose this
route in my previous Print rotation where I gained lots of new skills.
• However I could also create a magazine that includes skateboarding, fashion and Hip Hop as
they all fit into a group in society, which would give the option to include lots of information.
• I will decide what my magazine will include after weighing up my options from the use
research and mind maps.
9. Mood Board Analysis
Is there any repetition in the images you have collected? Repeated
colours/images styles/fonts/tone/mood
• The repetition that I notice first is the use of black and white images throughout the mood board. This is very similar to the magazines
and websites that also study in these topics, which makes me believe that it is a trend amongst the people who live in these societies. I
also notice that in some photos such as the Ski Mask, ASAP Rocky and Travis Scott photo they all look away from the camera. This could
be a possible trend when placed in front of camera which seems pretty clear with Ski Mask and ASAP Rocky but I believe Travis Scott is
looking away because he doesn’t want to be publicized.
• In my second mood board I notice that most images include a contrast in colours. The reason why I included these images is because
when using a range of diverse colours it helps everything stand out.
• In my final mood board, I studied logos that are used throughout skateboarding and Hip Hop magazines. The first form of repetition I
notice is that they don’t use any forms of vibrant colours, or colours at all! Most logos are presented in a very basic black and white
form. I believe this reoccurs because many magazine companies have been inspired by the most successful brands such as HypeBeast
and Vans which also use the same techniques.
• How will your mood board influence your final product?
• After collecting a range of different photos throughout my mood board, it has influenced me to use some of the features included. The
first feature that I will be replicating on my magazine is looking away from the camera when a photo is being took. Not only is it a
current trend throughout the society of fashion, but I also don’t like looking directly at the camera so it works entirely in my favour. On
my mood board I also advertised several different brands on the first row, many of these brands will be advertised on my magazine as I
will be showing them off in the photos that we take in the photo shoot. Finally, I will also include photos of myself skateboarding which
will hopefully replicate the photos shown in my mood board.
• My second mood board will also influence my final product as I intend on applying the colour schemes I included in my magazine. This
includes using colours in a diverse manner and also applying peach - like colour layers over my images so that they hopefully look
similar to the images shown in the previous slide. This process can be used on Photoshop to edit my photos.
• My final mood board will influence my product as it has helped make it clear to me on how magazines logos within this genre should be
presented, so I will take lots of inspiration from the photos I included and will apply these features in my final production.
Editor's Notes
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Bubbl.us or hand drawn-scanned using college printers exploring 3 potential ideas
Bubbl.us or hand drawn-scanned using college printers exploring your final idea