The document summarizes an in-class group presentation on launching a business. It identifies the group members and their roles. The group presented on developing documents to collect ideas, set goals and plans, understand competitors, and consider the local economy for starting their business. They discussed advertising to the community, dividing job responsibilities, providing after-sales service, and analyzing the market. The document also outlines the logical arrangement of content in their documents covering topics like advertising, job divisions, competitiveness, and customer service.
S6211 - CuMF: Large-Scale Matrix Factorization on Just One Machine with GPUsIBM
Matrix factorization (MF) is used by many popular algorithms, e.g., collaborative filtering. GPU with massive cores and high intra-chip memory bandwidth sheds light on accelerating MF much further when appropriately exploiting its architectural characteristics.
In this talk I will introduce cuMF, a CUDA-based matrix factorization library that optimizes alternate least square (ALS) method to solve very large-scale MF. CuMF uses a set of techniques to maximize the performance on single and multiple GPUs. These techniques include smart access of sparse data leveraging GPU memory hierarchy, using data parallelism in conjunction with model parallelism, minimizing the communication overhead among GPUs, and a novel topology-aware parallel reduction scheme.
With only a single machine with four Nvidia GPU cards, cuMF can be 6-10 times as fast, and 33-100 times as cost-efficient, compared with the state-of-art distributed CPU solutions. Moreover, this cuMF can solve the largest matrix factorization problem ever reported yet in current literature. We also use cuMF to accelerate the ALS implementation in Spark MLlib.
A paper on CuMF is to be published at HPDC 2016 with a pre-print at http://arxiv.org/abs/1603.03820.
S6211 - CuMF: Large-Scale Matrix Factorization on Just One Machine with GPUsIBM
Matrix factorization (MF) is used by many popular algorithms, e.g., collaborative filtering. GPU with massive cores and high intra-chip memory bandwidth sheds light on accelerating MF much further when appropriately exploiting its architectural characteristics.
In this talk I will introduce cuMF, a CUDA-based matrix factorization library that optimizes alternate least square (ALS) method to solve very large-scale MF. CuMF uses a set of techniques to maximize the performance on single and multiple GPUs. These techniques include smart access of sparse data leveraging GPU memory hierarchy, using data parallelism in conjunction with model parallelism, minimizing the communication overhead among GPUs, and a novel topology-aware parallel reduction scheme.
With only a single machine with four Nvidia GPU cards, cuMF can be 6-10 times as fast, and 33-100 times as cost-efficient, compared with the state-of-art distributed CPU solutions. Moreover, this cuMF can solve the largest matrix factorization problem ever reported yet in current literature. We also use cuMF to accelerate the ALS implementation in Spark MLlib.
A paper on CuMF is to be published at HPDC 2016 with a pre-print at http://arxiv.org/abs/1603.03820.
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Implicitly or explicitly all competing businesses employ a strategy to select a mix
of marketing resources. Formulating such competitive strategies fundamentally
involves recognizing relationships between elements of the marketing mix (e.g.,
price and product quality), as well as assessing competitive and market conditions
(i.e., industry structure in the language of economics).
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What are the main advantages of using HR recruiter services.pdfHumanResourceDimensi1
HR recruiter services offer top talents to companies according to their specific needs. They handle all recruitment tasks from job posting to onboarding and help companies concentrate on their business growth. With their expertise and years of experience, they streamline the hiring process and save time and resources for the company.
Discover the innovative and creative projects that highlight my journey throu...dylandmeas
Discover the innovative and creative projects that highlight my journey through Full Sail University. Below, you’ll find a collection of my work showcasing my skills and expertise in digital marketing, event planning, and media production.
Business Valuation Principles for EntrepreneursBen Wann
This insightful presentation is designed to equip entrepreneurs with the essential knowledge and tools needed to accurately value their businesses. Understanding business valuation is crucial for making informed decisions, whether you're seeking investment, planning to sell, or simply want to gauge your company's worth.
The world of search engine optimization (SEO) is buzzing with discussions after Google confirmed that around 2,500 leaked internal documents related to its Search feature are indeed authentic. The revelation has sparked significant concerns within the SEO community. The leaked documents were initially reported by SEO experts Rand Fishkin and Mike King, igniting widespread analysis and discourse. For More Info:- https://news.arihantwebtech.com/search-disrupted-googles-leaked-documents-rock-the-seo-world/
Unveiling the Secrets How Does Generative AI Work.pdfSam H
At its core, generative artificial intelligence relies on the concept of generative models, which serve as engines that churn out entirely new data resembling their training data. It is like a sculptor who has studied so many forms found in nature and then uses this knowledge to create sculptures from his imagination that have never been seen before anywhere else. If taken to cyberspace, gans work almost the same way.
3.0 Project 2_ Developing My Brand Identity Kit.pptxtanyjahb
A personal brand exploration presentation summarizes an individual's unique qualities and goals, covering strengths, values, passions, and target audience. It helps individuals understand what makes them stand out, their desired image, and how they aim to achieve it.
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Cracking the Workplace Discipline Code Main.pptxWorkforce Group
Cultivating and maintaining discipline within teams is a critical differentiator for successful organisations.
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1. Submit In-class Presentation #
2
Group: G
s1170208: Junichi Fukuda
s1170207: Naoki Hirao
s1170214: Ryo Yamaguchi
s1170216: Zhaofeng Liu
2. Document Design Exercise # 3
1. Why is it important to
launch this business?
2. Our ideas about lunching
this business.
3. How advertise this business.
4. Our rivals.
5. what we should prepare for
start of business.
3. Document Design Exercise # 4
1. How we should advertise to
community.
2. Division of the job of
the human resources.
3. Divide the responsibility of
running the company
4. After Services of our
products or services.
5. Our Analysis about markets.
4. Importance of the documents
for launching business
1. Collect and arrange all
ideas.
2. To make a clear goal and
a simple plan.
3. Find out problems of our
business.
5. Importance of the documents
for launching business
4. We can understand other
amusement companies.
5. We can consider about
economy of Aizu.
6. We can find leaked
consideration of the plans.
6. logical arrangement of the
content in the documents
1. Usage of advertisements.
2. The reason of the division of
jobs.
3. Competitive with other amusement
company in Aizu.
4. Why we need launch this
business.
7. logical arrangement of the
content in the documents
5. How we should take care of
customers.
6. What we need to prepare for
products or services before
launch this business.
7. The reason that why make a goal.
8. Major headings, questions, key
words
1. Make a goal.
2. Set up price uniformity.
3. Found in a good place.
4. make understandable
brochure.
9. Major headings, questions, key
words
5. effective use of human
resource.
6. Opens it 24 hours.
7. Activate economy of Aizu.
10. Roles of group members
1,A chairman is Zhaofeng Liu.
2,A executive director is Junichi Fukuda
3,Accountant is Naoki Hirao
4,A part-time worker Ryo Yamaguchi