General Learning.pptx
- 1. General Learning Data Sciences | AI | Big Data Analytics
- 2. Tasks To Do • Install SQL Server and communicate via some client • Cloud Deployments • Understand Linux Architecture and basic commands • Understand IP Addressing • Understand Hypervisor • Understand protocols: DNS, DHCP, HTTP, SSL, TLS, HTTPS, FTP, SMTp • Master Python & TENSORFLOW • What are micro-services ? Vs API ! • HashiCorp’s TERRAFORM • Study of bahria research groups https://bahria.edu.pk/oric/
- 3. Companies to work in future • Ublox Lahore https://www.u- blox.com/en/job-openings • NETSOL • TERESOL • CONTOUR SOFTWARE https://contour- software.com/careers/#Jobs • TERADATA http://nicat.pk/
- 4. DS Tools and Requirement Tool Requirement Tool Requirement Tool Requirement KAFKA BIG Data Messaging TERRAFORM Multi-Cloud management through code TENSORFLOW Low-level software library created by google to implement ML models and solve complex numerical problems HADOOP BIG Data online storage DOCKER KERAS High Level Deep Learning API in Python for easy implementation and computation of neural networks APACHE SPARC BIG Data Stream handling real-time KUBERNETES PYTORCH Low-Level API developed by Facbeook for NLP and computer vision. More powerful version of numpy TABELAU
- 15. Data Scientists Jobs @ DUBAI • data scientist job dubai (google.com) • IMP: https://g.co/kgs/AEjBMy
- 16. Data Science jobs @ Glassdoor
- 17. Data Science jobs @ Glassdoor
- 18. TOP COMPANIES WORKING IN DATA SCIENCE IN DUBAI Eurasian Resources Group - ERG Cobblestone Kognitiv Corporation Careem First Abu Dhabi Bank VISA DATABUZZ LTD Foodics nybl Constellation Software, Inc. The Emirates Group TRANSFERWISE TMC Binance.US Careem Al Futtaim Agility ARTEFACT MARS Landmark Group Amazon Middle East and NA UHRS RAK BANK Millennium Plaza Hotel Dubai Standard Chartered Bank Affaan Technologies Siemens DataRobot Arthur Lawrence Parsons International Manipal Academy of Higher Education, Dubai GMG WOW AI LLC APCO Worldwide Accenture BlackSky Swvl Dataiku Emirates NBD Procter & Gamble Zayed University Mastercard
- 20. Linux – Shells vs Scripts
- 22. Traditional Programming vs. Machine Learning
- 23. Polyglot • When you can use multiple languages in a software platform
- 34. Device to interconnect various LANS
- 50. Data Center Standards / Compliances
- 61. excel
- 77. Cluster Computing / Programming • A computer cluster is a set of computers that work together so that they can be viewed as a single system. Unlike grid computers, computer clusters have each node set to perform the same task, controlled and scheduled by software
- 80. https://www.youtube.com/watch?v=8BBDxzJL6fY In a cluster setup, we will bond the one ip to multiple servers. If one server is down, other can respond.
- 85. Processing / Computing requirement is either - Too large - Or it takes too long On standard computers
- 86. If A task on ON-PREMISE 16 PC Cluster with 4 core processors each ( = 64 processing nodes) takes 3 months .. then same task can be done in just 16 hours on 125,000 cores on cloud at same or no incremental cost ! >>> CLOUD Computing benefits On-premisis cluster
- 87. CLOUD BENEFITS
- 96. BATCH PROCESSING
- 104. What is actually happening? • Descriptive Analysis What will happen next? • Predictive Analysis What to do now? • Prescriptive Analysis What was the reason? • Diagnostic Analysis
- 116. (5) Top Big Data Technologies | Big Data Tools Tutorial | Big Data Hadoop Training | Edureka - YouTube
- 131. In-memory computing capabilities for real-time big data streams
- 146. The most widely-used engine for scalable computing Thousands of companies, including 80% of the Fortune 500, use Apache Spark™. Over 2,000 contributors to the open source project from industry and academia.
- 156. HADOOP is batch processing only But SPARK is real time processing also. !!
- 179. WHAT IS KAFKA A data pipeline messaging system
- 186. What is KAFKA – explained again • A messaging system • Simplifies management of data pipelines • Retain messages even when there is issue in a pipeline due to network issue • Any sink of message system can subcribe to data pipeline • Queue and public subscribe Model
- 203. (1) What is terraform in Hindi/Urdu | Lec-01 | Terraform tutorial for beginners | Infrastructure as Code - YouTube
- 216. ⭐Why Data Science is important? Data Science is taking over each and every industry domain. Machine Learning and especially Deep Learning are the most important aspects of Data Science that are being deployed everywhere from search engines to online movie recommendations. Taking the Intellipaat Data Science training & Data Science Course can help professionals to build a solid career in a rising technology domain and get the best jobs in top organizations. ⭐Why Artificial Intelligence is important? Artificial Intelligence is taking over each and every industry domain. Machine Learning and especially Deep Learning are the most important aspects of Artificial Intelligence that are being deployed everywhere from search engines to online movie recommendations. Taking the Intellipaat deep learning training & Artificial Intelligence Course can help professionals to build a solid career in a rising technology domain and get the best jobs in top organizations.
- 217. (1) Data Science vs Artificial Intelligence | DS vs AI | Intellipaat - YouTube
- 240. What is spring boot ? – Microservices are executed using springboot
- 244. https://www.youtube.com/watch?v=j1gU2oGFayY Other topics: - REST API - SPRING BOOT
- 245. === Networking Fundamentals - Module 1 === Lesson 1 - Network Devices Part 1: https://youtu.be/bj-Yfakjllc Part 2: https://youtu.be/H7-NR3Q3BeI Lesson 2 - OSI Model Part 1: https://youtu.be/LkolbURrtTs Part 2: https://youtu.be/0aGqGKrRE0g Lesson 3 - Everything Hosts to do speak on the Internet Part 1: https://youtu.be/gYN2qN11-wE Part 2: https://youtu.be/JI9Zm2tbUoE Lesson 4 - Everything Switches do to facilitate communication Part 1: https://youtu.be/AhOU2eOpmX0 Part 2: https://youtu.be/G7GyWjJtjNs Lesson 5 - Everything Routers do to facilitate communication Part 1: https://youtu.be/AzXys5kxpAM Part 2: https://youtu.be/Ep-x_6kggKA Part 3: https://youtu.be/zmxLg4jV0ts Lesson 6 - Networking Protocols - https://youtu.be/E5bSumTAHZE - ARP, FTP, SMTP, HTTP, SSL, TLS, HTTPS, DNS, DHCP - Four items MUST be configured for Internet Connectivity Lesson 7 - How Data moves through the Internet - https://youtu.be/YJGGYKAV4pA - Interview question: What happens when you type "site.com" into a web browser?
- 249. DHCP server provides IP/SM,DG and DNS settings as response to the host Host PC
- 252. Everything Routers do - Part 1 - Networking Fundamentals - Lesson 5 - YouTube
- 256. Infact, internet is nothing more then jut series of routers