Design Thinking for Data Science #StrataHadoopIntuit Inc.
O'Reilly #StrataHadoop Presentation- George Roumeliotis
This talk describes a Design Thinking methodology for tackling Data Science projects. Be warned that the talk is not about machine learning, and it is not about user interfaces. It's about being an effective Data Science practitioner. The talk was originally presented in 2015 at the O'Reilly Strata Conference in San Jose, CA, by George Roumeliotis, a Data Scientist working at Intuit.
To view the presentation, visit: http://youtu.be/LQ9HWNtlggU
Design Thinking for Data Science #StrataHadoopIntuit Inc.
O'Reilly #StrataHadoop Presentation- George Roumeliotis
This talk describes a Design Thinking methodology for tackling Data Science projects. Be warned that the talk is not about machine learning, and it is not about user interfaces. It's about being an effective Data Science practitioner. The talk was originally presented in 2015 at the O'Reilly Strata Conference in San Jose, CA, by George Roumeliotis, a Data Scientist working at Intuit.
To view the presentation, visit: http://youtu.be/LQ9HWNtlggU
5 Key Hacks for Breakthrough Innovation Amy Jo Kim
Think like a scientist, laser-focus on early adopters, and gather customer insights early are among the 5 key hacks discussed for breakthrough innovation. The document also provides 3 smart shortcuts - the MVP Canvas, speed interviews, and habit stories - to help clarify strategy, gather early user feedback, and design the product core loop based on existing user habits. A case study of the mobile game Covet Fashion demonstrates how these hacks and shortcuts were applied to successfully validate and launch the product idea.
Activity-based costing (ABC) assigns overhead costs to products and services based on their use of resources such as machine hours or labor hours. It was developed to more accurately assign indirect costs than traditional costing methods. ABC identifies activities performed in an organization and assigns costs to these activities using cost drivers. The costs of activities are then assigned to products or services based on their use of each activity. This provides managers with more accurate product costs to make better-informed decisions.
You are a designer, or a coder, or a manager. Maybe you are even a unicorn. But you are not a data scientist. Still, you want to get more out of the mountain of data you have about your site or app to create a better user experience. No problem. Learn a process of data thinking that will help you to analyze, visualize, and really use data about your website or app without all the bothersome math and python programming.
As so many fields have in recent years, entry-level hiring must also make the transition from relying on untested intuition to leveraging the power of data and evidence. Employers now have access to talent analytics tools that can enable them to develop a deep understanding of what attributes drive good performance for their current employees, apply tools to objectively assess these attributes, and access broader talent pools to find individuals with the most-valued attributes. The talent analytics tools that enable this vision for data-driven hiring already exist. The key obstacle to their implementation is institutional will.
This document discusses statistical quality control (SQC) and its use in manufacturing and services. It describes how SQC uses statistical sampling and control charts to monitor processes and identify issues. Historically, quality control began with judgment inspections but SQC provided improvements by reducing inspection needs and providing feedback to prevent nonconformities. The document also provides examples of how Toyota and Ritz Carlton hotels successfully used SQC to improve quality.
This document discusses the new quality paradigm in pharmaceuticals which emphasizes building quality in from the beginning through a systematic quality by design (QbD) approach. It outlines the key elements of QbD including establishing a quality target product profile, identifying critical quality attributes, understanding material attributes and process parameters that impact critical quality attributes through risk assessment, developing a design space, and implementing a control strategy. The new paradigm focuses on science-based approaches, quality risk management, robust quality systems, and an integrated approach across the product lifecycle between industry and regulators.
This document provides a psychographic profile of scientists based on research into their personality traits and career motivations. It finds that scientists are driven by curiosity, perseverance, and a passion for discovery. They value fulfilling work, opportunities for innovation, and supportive environments that allow autonomy. Organizations can attract and retain scientific talent by offering mentorship programs, flexible work structures, opportunities for growth, and investment in training to develop new skills. The profile examines differences between lab scientists and clinical scientists, as well as factors such as global opportunities that motivate scientists in their careers.
The presentation discuss in detail the Project Quality Management in light of PMI PMBOK prospective. After highlighting the basic concepts from PMBOK initial chapter, it captures the details from all the processes of PQM, mainly Plan Quality Management, Perform Quality Assurance and Control Quality. The presentation also includes some of the sample questions related to Project Quality Management.
EXPERT SYSTEMS AND SOLUTIONS
Project Center For Research in Power Electronics and Power Systems
IEEE 2010 , IEEE 2011 BASED PROJECTS FOR FINAL YEAR STUDENTS OF B.E
Email: expertsyssol@gmail.com,
Cell: +919952749533, +918608603634
www.researchprojects.info
OMR, CHENNAI
IEEE based Projects For
Final year students of B.E in
EEE, ECE, EIE,CSE
M.E (Power Systems)
M.E (Applied Electronics)
M.E (Power Electronics)
Ph.D Electrical and Electronics.
Training
Students can assemble their hardware in our Research labs. Experts will be guiding the projects.
EXPERT GUIDANCE IN POWER SYSTEMS POWER ELECTRONICS
We provide guidance and codes for the for the following power systems areas.
1. Deregulated Systems,
2. Wind power Generation and Grid connection
3. Unit commitment
4. Economic Dispatch using AI methods
5. Voltage stability
6. FLC Control
7. Transformer Fault Identifications
8. SCADA - Power system Automation
we provide guidance and codes for the for the following power Electronics areas.
1. Three phase inverter and converters
2. Buck Boost Converter
3. Matrix Converter
4. Inverter and converter topologies
5. Fuzzy based control of Electric Drives.
6. Optimal design of Electrical Machines
7. BLDC and SR motor Drives
The document provides information about a research project opportunity for students in electrical engineering fields. It includes contact information for Experts Systems and Solutions including email, cell phone, and website. It states that students can assemble hardware projects in their research labs and experts will provide guidance.
Design Considerations When Building Cross Platform Mobile ApplicationsSuperConnect
SuperConnect's Director of Technology Chris Balcer presented at Chicago's Mobile Monday event on July 23, 2012. As SuperConnect builds apps to expand the abilities of mobile computing for enterprise workers, the technology team is addressing various design considerations.
Leigh Ellen Lillis is seeking a position as a Medical Writer and Editor. She has over 20 years of experience in technical writing and recently earned a certificate in Medical Writing and Editing from the University of Chicago. She has worked as a contractor and in-house technical writer for several companies, developing documentation such as standard operating procedures, work instructions, and training materials.
Narmadaben Charitable Foundation is a CSR project presented by students from Sterling Institute of Management & Studies. [1] The Foundation operates Narmada Niketan and Vishram Dham which provide boarding facilities for 70 and 81 senior citizens respectively. [2] It has a history of establishing facilities for senior citizens since 1984 such as a dispensary, temple, and pathology center. [3] The presentation discusses creating a nurturing environment for senior citizens and the importance of learning through community service.
The document describes a student project to build a microcontroller-based PWM inverter. It discusses types of inverters and PWM techniques like single pulse width modulation. It provides details of the circuit design using MOSFETs and diodes to generate five voltage levels for the inverter output. The microcontroller is programmed using Keil software and tested using MATLAB simulations. The conclusion states that the five-level inverter design reduces harmonic components compared to a three-level inverter.
SnapDish is a mobile app for sharing homemade recipes and food photos. It allows users to take photos of dishes they cook, apply filters, and share the photos along with the recipes. The app has grown steadily with over 350,000 downloads and growing activity among users in Japan, overseas markets, and Asia. It generates revenue through social marketing tie-ups with food brands and data/marketing businesses. The founders aim to focus on expanding in the Asian market through new partnerships.
31. – 改进( Improve ):决定解决方案并执行。
– 控制( Control ):控制新流程,保持成果再
目标范围内。
31
阶段 展开内容 Focus
Define( 定
义)
1 )确定问题点 / 具体改善目标
Measureme
nt
( 测量)
2 )选定制品或工序的 CTQ
3 )把握 Y 的工序能力
4 )明确 Y 的测定方法
5 )将 Y 的改善对象具体化
Y
Y
Y
Y
32. 32
阶段 展开内容 Focus
Analysis
( 分析)
6 )明确改善 Y 的目的
7 )明确影响 Y 的因素
Y
X1…Xn
Improvement
( 改进)
8) 通过筛选抽出关键的少数因素
9) 把握关键的少数因素的相关关
系
10) 工序优化 & 验证 ( 再现性实
验 )
X1…Xn
致命的少数因素数 Xi
致命的少数因素数 Xi
Control
( 控制 )
11) 确立对 X 的测定系统
12) 确立对关键的少数因素的管理方
法
13) 确立关键少数因素的工序管理
系统及事后管理
致命的少数因素数 Xi
致命的少数因素数 Xi
致命的少数因素数 Xi
40. 品质变异的成因
可分两类:
– 机遇原因(共因 )
Chance cause ; Common cause.
– 事故原因(特因,非机遇原因)
Assignable cause ; Specific cause
稳定制程:
– 若只有机遇原因存在,则其产出将呈现稳定分
布。
– 产品特性可预测。
40
217. 范例
作业名称 先行作业 时间 作业名称 先行作业 时间
A. 基础工程 2 个月 G. 内壁作业 B 2 个月
B. 骨架组合 A 4 个月 H. 电路配线 B 1 个月
C. 建具装设 B 3 个月 I. 内壁油漆 FGH 2 个月
D. 外壁工程 B 2 个月 J. 内壁粉刷 C 2 个月
E. 外壁粉刷 D 1 个月 K. 验收交屋 EIJ 1 个月
F. 配管作业 B 2 个月
217
220. 定义
何谓品管圈
– Quality control cycle ( QCC )。
– 在同一工作地點,或工作性質相類似的基層作業人員
,以自主的力量,推行品質管制活動的小團體。
– 這個團體將不斷地為全公司品質管制活動的一環實行
自我啟發和相互啟發活用。
– 品管技巧推行工作場所的管理改善。
APICS 对 QCC 的定义
A small group of people who normally work as a unit and meet
frequently to uncover and solve problems concerning the quality of
items produced, process capability, or process control. See: small
group improvement activity.
220
朱兰认为80%品质问题来自管理阶层之管理控制不良,所以管理者需担负消除不良之责任。他认为品质管理可以用品质三部曲(Trilogy)表示:
品质规划
品质控制
品质改善
寇斯比 :
Quality is Free
Quality Without Tears.
APICS的定义
Quantity
Conformance to requirements or fitness for use. Quality can be defined through five principal approaches:
Transcendent quality is an ideal, a condition of excellence.
Product-based quality is based on a product attribute.
User-based quality is fitness for use.
Manufacturing-based quality is conformance to requirements.
Value-based quality is the degree of excellence at an acceptable price.
Also, quality has two major components:
quality of conformance-quality is defined by the absence of defects, and
quality of design-quality is measured by the degree of customer satisfaction with a product's characteristics and features.