BEGIN:VCALENDAR VERSION:2.0 PRODID:-//HasGeek//NONSGML Funnel//EN DESCRIPTION:Winter edition of India's most renowned conference on big data and data science X-WR-CALDESC:Winter edition of India's most renowned conference on big dat a and data science NAME:The Fifth Elephant winter edition 2019 X-WR-CALNAME:The Fifth Elephant winter edition 2019 REFRESH-INTERVAL;VALUE=DURATION:PT12H SUMMARY:The Fifth Elephant winter edition 2019 TIMEZONE-ID:Asia/Kolkata X-PUBLISHED-TTL:PT12H X-WR-TIMEZONE:Asia/Kolkata BEGIN:VEVENT SUMMARY:Check-in and onsite registrations DTSTART:20190118T033000Z DTEND:20190118T040000Z DTSTAMP:20260421T163252Z UID:session/GtHuMAkYtU4BfmBqdyeMY@hasgeek.com SEQUENCE:0 CREATED:20181001T092200Z DESCRIPTION:\n LAST-MODIFIED:20181001T092231Z LOCATION:ISDI ACE\, Lower Parel\, Mumbai ORGANIZER;CN="The Fifth Elephant":MAILTO:no-reply@hasgeek.com BEGIN:VALARM ACTION:display DESCRIPTION:Check-in and onsite registrations in 5 minutes TRIGGER:-PT5M END:VALARM END:VEVENT BEGIN:VEVENT SUMMARY:Introduction to the conference and how to navigate the schedule DTSTART:20190118T040000Z DTEND:20190118T041000Z DTSTAMP:20260421T163252Z UID:session/GwHPaam2UrJs9wzQpj6KUq@hasgeek.com SEQUENCE:0 CREATED:20181001T092318Z DESCRIPTION:\n GEO:19.00698305;72.8334802121687 LAST-MODIFIED:20181001T092332Z LOCATION:Main auditorium - ISDI ACE\nMumbai\nIN ORGANIZER;CN="The Fifth Elephant":MAILTO:no-reply@hasgeek.com BEGIN:VALARM ACTION:display DESCRIPTION:Introduction to the conference and how to navigate the schedul e in Main auditorium in 5 minutes TRIGGER:-PT5M END:VALARM END:VEVENT BEGIN:VEVENT SUMMARY:Data pipeline on day one of your startup: cost and scale sensitive ! DTSTART:20190118T041000Z DTEND:20190118T045000Z DTSTAMP:20260421T163252Z UID:session/7oWeGicAkUF3AqAbVAM435@hasgeek.com SEQUENCE:3 CATEGORIES:Crisp talk,Beginner CREATED:20181130T102725Z DESCRIPTION:Rough outline\n\n1. Business Requirements\n2. Usecase\n - Havi ng a scalable system for data ingestion\n - Data design - Specific or Gene ric?\n - Querying interface - why stick to SQL?\n - Query interface users - skills\, requirements and expectations\n3. Data ingestion\n - High throu ghput stats service\n - Thin client: Badger\n - High throughput Ingestion backend\n - Hot loading to Redshift\n4. Data Warehousing\n - Data design i n Redshift and data lake\n - Tuning for scale\n - Taking care of Querying patterns of Product Managers and Data scientists\n5. S3 as Data Lake\n - O n demand Data loading and querying: OnDemand Table(s)\n - Gotchas\n - Fle xibility for complicated analysis: Adhoc redshift cluster(s)\n - Gotchas\ n6. Scaling up\n - Typical bottlenecks and solutions we tried\n7. Learning s\n\n### Speaker bio\n\nI am Kumar Puspesh\, CTO and Co-Founder of Moonfro g\, India's top mobile gaming company. We had to design a large scale data infrastructre from day 1 of our company to cater to our product needs. Ha ving a cost sensitive as well as scalable approach helped us achieve large scale as a gaming company in India in short amount of time. At the same t ime taught us a lot of ingenious ways of building large scale infra custom ized for business and its users (rather than a generic paid solution and t hen changing your usage/requirements based on that).\n GEO:19.00698305;72.8334802121687 LAST-MODIFIED:20240119T115302Z LOCATION:Main auditorium - ISDI ACE\nMumbai\nIN ORGANIZER;CN="The Fifth Elephant":MAILTO:no-reply@hasgeek.com URL:https://hasgeek.com/fifthelephant/winter-edition-2019/schedule/data-pi peline-on-day-1-of-your-startup-cost-and-scale-sensitive-7oWeGicAkUF3AqAbV AM435 BEGIN:VALARM ACTION:display DESCRIPTION:Data pipeline on day one of your startup: cost and scale sensi tive! in Main auditorium in 5 minutes TRIGGER:-PT5M END:VALARM END:VEVENT BEGIN:VEVENT SUMMARY:Patterns for building a scalable Data Platform DTSTART:20190118T045000Z DTEND:20190118T053000Z DTSTAMP:20260421T163252Z UID:session/Mx9wDK9WduUsBdF7F8Yx3V@hasgeek.com SEQUENCE:3 CATEGORIES:Intermediate CREATED:20190114T102958Z DESCRIPTION:* Ingestion Patterns\n - Unified Ingestion Proxy\n - Sch ema Definitions\n - In-flight enrichments\n - Highly Available\n* St orage Patterns\n - Decouple storage and compute\n - Query Lineage & Optimization\n - Noisy Neighbour\n* Consumption Patterns\n - Single GUI and a programmatic interface. All the magic underneath\n - Parity b etween streaming and stationary data\n\n### Speaker bio\n\nI lead the Data Infrastructure team at Hotstar. Over the last 2 years\, the company has g rown from handling a peek concurrent users of 3 million to 10.3 million. \ n\nAlong with it has grown the scale at which the Data Platform operates. During the finals of the last IPL\, our platform ingested 700K messages pe r second. In this talk\, I will share our story of building the data platf orm and the challenges we faced during the process.\n GEO:19.00698305;72.8334802121687 LAST-MODIFIED:20240119T115254Z LOCATION:Main auditorium - ISDI ACE\nMumbai\nIN ORGANIZER;CN="The Fifth Elephant":MAILTO:no-reply@hasgeek.com URL:https://hasgeek.com/fifthelephant/winter-edition-2019/schedule/pattern s-for-building-a-scalable-data-platform-Mx9wDK9WduUsBdF7F8Yx3V BEGIN:VALARM ACTION:display DESCRIPTION:Patterns for building a scalable Data Platform in Main auditor ium in 5 minutes TRIGGER:-PT5M END:VALARM END:VEVENT BEGIN:VEVENT SUMMARY:Morning beverage break DTSTART:20190118T053000Z DTEND:20190118T060000Z DTSTAMP:20260421T163252Z UID:session/Ht6ipKK2sxJxxX3FboKAxf@hasgeek.com SEQUENCE:0 CREATED:20181001T092512Z DESCRIPTION:\n GEO:19.00698305;72.8334802121687 LAST-MODIFIED:20190118T011149Z LOCATION:Main auditorium - ISDI ACE\nMumbai\nIN ORGANIZER;CN="The Fifth Elephant":MAILTO:no-reply@hasgeek.com BEGIN:VALARM ACTION:display DESCRIPTION:Morning beverage break in Main auditorium in 5 minutes TRIGGER:-PT5M END:VALARM END:VEVENT BEGIN:VEVENT SUMMARY:Detecting anomalies within Flipkart's fulfillment network DTSTART:20190118T060000Z DTEND:20190118T064000Z DTSTAMP:20260421T163252Z UID:session/ABmbV99DxdFJXPQCDxXrxY@hasgeek.com SEQUENCE:3 CATEGORIES:Full talk,Intermediate CREATED:20181130T103030Z DESCRIPTION:\n\nMotivation\nApproach\nLearnings\n\n### S peaker bio\n\nGovind is focussing on Supply Chain Automation\, Predictive Optimizations and Actionable Insights by leveraging Artificial Intelligenc e and in house Big Data platforms at Flipkart. His engineering experience is primarily in building platforms. In the past\, he has worked on the inh ouse stream processing platform at 247.ai and the Business Activity Monito ring\, Business Rules and Process Orchestration platforms at Oracle. He is an Advanced Communicator Silver and Advanced Leader Silver as certified b y Toastmasters International.\n GEO:19.00698305;72.8334802121687 LAST-MODIFIED:20240119T115220Z LOCATION:Main auditorium - ISDI ACE\nMumbai\nIN ORGANIZER;CN="The Fifth Elephant":MAILTO:no-reply@hasgeek.com URL:https://hasgeek.com/fifthelephant/winter-edition-2019/schedule/detecti ng-anomalies-within-flipkarts-fulfillment-network-ABmbV99DxdFJXPQCDxXrxY BEGIN:VALARM ACTION:display DESCRIPTION:Detecting anomalies within Flipkart's fulfillment network in M ain auditorium in 5 minutes TRIGGER:-PT5M END:VALARM END:VEVENT BEGIN:VEVENT SUMMARY:Reducing cost of production AI: a feature engineering case study DTSTART:20190118T064000Z DTEND:20190118T070000Z DTSTAMP:20260421T163252Z UID:session/HPHiECYsifZ6UVnVKPyg3L@hasgeek.com SEQUENCE:3 CATEGORIES:Crisp talk,Intermediate CREATED:20181130T102810Z DESCRIPTION:1. Feature Engineering Overview \n2. Typical Feature Engineeri ng Cycle \n * Trends \n3. Detailed Cost Drivers \n * Examples: Recon ciliation & auditing\, change management\n4. Indicative Quantitative Impro vement\n5. Detailed discussion of each driver\n\n### Speaker bio\n\nDr. Ve nkata Pingali is Co-Founder and CEO of Scribble Data\, an ML Engineering c ompany based in Bangalore and Denver. Scribble's flagship enterprise produ ct\, Enrich\, accelerates ML product development in enterprises. Before st arting Scribble Data\, Dr. Pingali was VP of Analytics at a political data consulting firm. He has a BTech from IIT Mumbai and a PhD from USC in Com puter Science.\n GEO:19.00698305;72.8334802121687 LAST-MODIFIED:20240119T115215Z LOCATION:Main auditorium - ISDI ACE\nMumbai\nIN ORGANIZER;CN="The Fifth Elephant":MAILTO:no-reply@hasgeek.com URL:https://hasgeek.com/fifthelephant/winter-edition-2019/schedule/reducin g-cost-of-production-ai-feature-engineering-case-study-HPHiECYsifZ6UVnVKPy g3L BEGIN:VALARM ACTION:display DESCRIPTION:Reducing cost of production AI: a feature engineering case stu dy in Main auditorium in 5 minutes TRIGGER:-PT5M END:VALARM END:VEVENT BEGIN:VEVENT SUMMARY:Advancing Data Science for Financial Inclusion: Trusting Social's Journey DTSTART:20190118T070000Z DTEND:20190118T074000Z DTSTAMP:20260421T163252Z UID:session/KtqkDLJV6JH4Ga2wQouRh1@hasgeek.com SEQUENCE:3 CATEGORIES:Intermediate CREATED:20190116T090744Z DESCRIPTION:- Introduction to credit scoring\n- Limitation of credit scori ng\n- Alternative credit scoring\n- Data Science challenges in alternative credit scoring\n- How Trusting Social works?\n\n### Speaker bio\n\nThuong is a research scientist working on advance machine learning and big data to solve financial problem such as credit scoring. His machine learning an d data science experience spreads across multiple fields including mobile and social networks\, pervasive computing\, Internet of Things\, e-health\ , and finance\, in both academia and industrial environments. His research works have been published in several leading conferences and journals.\n GEO:19.00698305;72.8334802121687 LAST-MODIFIED:20240119T115209Z LOCATION:Main auditorium - ISDI ACE\nMumbai\nIN ORGANIZER;CN="The Fifth Elephant":MAILTO:no-reply@hasgeek.com URL:https://hasgeek.com/fifthelephant/winter-edition-2019/schedule/advanci ng-data-science-for-financial-inclusion-trusting-socials-journey-KtqkDLJV6 JH4Ga2wQouRh1 BEGIN:VALARM ACTION:display DESCRIPTION:Advancing Data Science for Financial Inclusion: Trusting Socia l's Journey in Main auditorium in 5 minutes TRIGGER:-PT5M END:VALARM END:VEVENT BEGIN:VEVENT SUMMARY:Lunch break DTSTART:20190118T074000Z DTEND:20190118T082500Z DTSTAMP:20260421T163252Z UID:session/5y9h6zqTEjuNgUmsMm8YFy@hasgeek.com SEQUENCE:0 CREATED:20181001T092635Z DESCRIPTION:\n GEO:19.00698305;72.8334802121687 LAST-MODIFIED:20190118T011123Z LOCATION:Main auditorium - ISDI ACE\nMumbai\nIN ORGANIZER;CN="The Fifth Elephant":MAILTO:no-reply@hasgeek.com BEGIN:VALARM ACTION:display DESCRIPTION:Lunch break in Main auditorium in 5 minutes TRIGGER:-PT5M END:VALARM END:VEVENT BEGIN:VEVENT SUMMARY:Role of data in solving capacity and efficiency problems in real-t ime logistics DTSTART:20190118T082500Z DTEND:20190118T090500Z DTSTAMP:20260421T163252Z UID:session/MJCh4HqXC16LejaSS7ij2R@hasgeek.com SEQUENCE:3 CATEGORIES:Intermediate CREATED:20181210T100216Z DESCRIPTION:1. Introduction and Context\n - The Capacity Problem - what is it\; why it is important?\n - The Efficiency Problem - what\, why and the necessary trade-offs\n2. Data and its Nature\n - Challenges with Ac curate Data Capture\n - Challenges with high Variance\n - Real-time Vs . historical data\n3. Representing Capacity\n - Aggregated capacity (Zon e-level)\n - Point-in-time-capacity (Order-level)\n4. Journey and Result s: Solving for Capacity \n5. Efficiency Levers\n - Predictions and accou nting for errors\n - Trade-offs\n - Optimal Assignment\n - Batching\ n6. Aggregate Analysis Vs. Specific Analysis\n - Pitfalls of Aggregate A nalysis\n7. Conclusions\n\n### Speaker bio\n\nPiyush works as Director Eng ineering\, Delivery team\, Swiggy. He is responsible for building tech pla tforms for real-time logistics. Prior to this he worked with Last Mile log istics division in Flipkart where he led the development of the Mapping so lution and helped deliver last mile optimal-routing solutions.\n GEO:19.00698305;72.8334802121687 LAST-MODIFIED:20240119T115204Z LOCATION:Main auditorium - ISDI ACE\nMumbai\nIN ORGANIZER;CN="The Fifth Elephant":MAILTO:no-reply@hasgeek.com URL:https://hasgeek.com/fifthelephant/winter-edition-2019/schedule/role-of -data-in-solving-capacity-and-efficiency-problems-in-real-time-logistics-M JCh4HqXC16LejaSS7ij2R BEGIN:VALARM ACTION:display DESCRIPTION:Role of data in solving capacity and efficiency problems in re al-time logistics in Main auditorium in 5 minutes TRIGGER:-PT5M END:VALARM END:VEVENT BEGIN:VEVENT SUMMARY:Birds of Feather (BOF) session: on building data platforms and cha llenges in production and scaling DTSTART:20190118T090500Z DTEND:20190118T094500Z DTSTAMP:20260421T163252Z UID:session/6t4p2pYvhRxbGpHJSihpKQ@hasgeek.com SEQUENCE:0 CREATED:20181130T103239Z DESCRIPTION:\n GEO:19.00698305;72.8334802121687 LAST-MODIFIED:20190116T173448Z LOCATION:Main auditorium - ISDI ACE\nMumbai\nIN ORGANIZER;CN="The Fifth Elephant":MAILTO:no-reply@hasgeek.com BEGIN:VALARM ACTION:display DESCRIPTION:Birds of Feather (BOF) session: on building data platforms and challenges in production and scaling in Main auditorium in 5 minutes TRIGGER:-PT5M END:VALARM END:VEVENT BEGIN:VEVENT SUMMARY:Evening beverage break DTSTART:20190118T094500Z DTEND:20190118T101500Z DTSTAMP:20260421T163252Z UID:session/UQu6UaHcNMMvBjMVUeUbtk@hasgeek.com SEQUENCE:0 CREATED:20181001T093143Z DESCRIPTION:\n GEO:19.00698305;72.8334802121687 LAST-MODIFIED:20190118T011159Z LOCATION:Main auditorium - ISDI ACE\nMumbai\nIN ORGANIZER;CN="The Fifth Elephant":MAILTO:no-reply@hasgeek.com BEGIN:VALARM ACTION:display DESCRIPTION:Evening beverage break in Main auditorium in 5 minutes TRIGGER:-PT5M END:VALARM END:VEVENT BEGIN:VEVENT SUMMARY:Running analytics systems in a large telecom company: journey and challenges DTSTART:20190118T101500Z DTEND:20190118T105500Z DTSTAMP:20260421T163252Z UID:session/Ah9d4HkMNT3yWrBFN79cMo@hasgeek.com SEQUENCE:2 CREATED:20181130T103309Z DESCRIPTION:\n\n### Speaker bio\n\nhttps://www.linkedin.com/in/sudeepta/\n GEO:19.00698305;72.8334802121687 LAST-MODIFIED:20230810T072606Z LOCATION:Main auditorium - ISDI ACE\nMumbai\nIN ORGANIZER;CN="The Fifth Elephant":MAILTO:no-reply@hasgeek.com BEGIN:VALARM ACTION:display DESCRIPTION:Running analytics systems in a large telecom company: journey and challenges in Main auditorium in 5 minutes TRIGGER:-PT5M END:VALARM END:VEVENT BEGIN:VEVENT SUMMARY:Data governance: lessons on data usage and data controls from fina nce domain DTSTART:20190118T105500Z DTEND:20190118T111000Z DTSTAMP:20260421T163252Z UID:session/EEh2e2csKDRPJpNLd5DX4p@hasgeek.com SEQUENCE:3 CATEGORIES:Full talk,Intermediate CREATED:20181130T102944Z DESCRIPTION:Data Governance session outline will cover\,\n- systematic app roach to identifying enterprise data assets\, who owns them and who can ac cess them \n- data protection approach\n- data catalogue\, data profiling and data quality\n\n### Speaker bio\n\nVice-president\, Wells Fargo. An ex ecutive level technocrat with more than two decades experience in data man agement and analytics space.\n GEO:19.00698305;72.8334802121687 LAST-MODIFIED:20240119T115158Z LOCATION:Main auditorium - ISDI ACE\nMumbai\nIN ORGANIZER;CN="The Fifth Elephant":MAILTO:no-reply@hasgeek.com URL:https://hasgeek.com/fifthelephant/winter-edition-2019/schedule/data-go vernance-lessons-on-data-usage-and-data-controls-from-finance-domain-EEh2e 2csKDRPJpNLd5DX4p BEGIN:VALARM ACTION:display DESCRIPTION:Data governance: lessons on data usage and data controls from finance domain in Main auditorium in 5 minutes TRIGGER:-PT5M END:VALARM END:VEVENT BEGIN:VEVENT SUMMARY:Birds of Feather (BOF) session: on data governance in fintech and payments DTSTART:20190118T111000Z DTEND:20190118T115000Z DTSTAMP:20260421T163252Z UID:session/K4A49GU9KfkihWbgtSS8Ve@hasgeek.com SEQUENCE:0 CREATED:20190115T112223Z DESCRIPTION:\n GEO:19.00698305;72.8334802121687 LAST-MODIFIED:20190116T173548Z LOCATION:Main auditorium - ISDI ACE\nMumbai\nIN ORGANIZER;CN="The Fifth Elephant":MAILTO:no-reply@hasgeek.com BEGIN:VALARM ACTION:display DESCRIPTION:Birds of Feather (BOF) session: on data governance in fintech and payments in Main auditorium in 5 minutes TRIGGER:-PT5M END:VALARM END:VEVENT END:VCALENDAR