INSTEAD OF WATCHING AN HOUR OF NETFLIX TONIGHT.
This 60-minute Cambridge lecture by Demis Hassabis will teach you more about the future of AI than most people will learn in the next 5 years.
Bookmark it and give it an hour, no matter what.
๐ง๐ผ๐ฝ ๐ญ๐ฌ ๐๐ฟ๐ฐ๐ต๐ถ๐๐ฒ๐ฐ๐๐๐ฟ๐ฎ๐น ๐ฃ๐ฎ๐๐๐ฒ๐ฟ๐ป๐
๐ฆ๐ผ๐ณ๐๐๐ฎ๐ฟ๐ฒ ๐ฎ๐ฟ๐ฐ๐ต๐ถ๐๐ฒ๐ฐ๐๐๐ฟ๐ฒ is the process of designing the structure and behavior of a software system, which includes making decisions about components, modules, interfaces, and the system's organization.
๐ฆ๐ผ๐ณ๐๐๐ฎ๐ฟ๐ฒ ๐ฎ๐ฟ๐ฐ๐ต๐ถ๐๐ฒ๐ฐ๐๐๐ฟ๐ฒ ๐ฝ๐ฎ๐๐๐ฒ๐ฟ๐ป๐ are essential because they provide reusable solutions to common problems in software design. They capture best practices and proven solutions for designing reliable, scalable, maintainable, and extensible software systems.
There are many software architecture design patterns to know, but some of the most important ones are:
๐ญ. ๐๐ฎ๐๐ฒ๐ฟ๐ฒ๐ฑ ๐๐ฟ๐ฐ๐ต๐ถ๐๐ฒ๐ฐ๐๐๐ฟ๐ฒ: This pattern is based on dividing the application into logical layers, where each layer has a specific responsibility and interacts with the layers above and below it.
๐ฎ. ๐ ๐ถ๐ฐ๐ฟ๐ผ๐๐ฒ๐ฟ๐๐ถ๐ฐ๐ฒ๐ ๐๐ฟ๐ฐ๐ต๐ถ๐๐ฒ๐ฐ๐๐๐ฟ๐ฒ: This pattern is based on decomposing the application into small, independent services that communicate through well-defined APIs.
๐ฏ. ๐๐๐ฒ๐ป๐-๐๐ฟ๐ถ๐๐ฒ๐ป ๐๐ฟ๐ฐ๐ต๐ถ๐๐ฒ๐ฐ๐๐๐ฟ๐ฒ: This pattern uses events to communicate between different components or services, where events trigger actions or reactions in the system.
๐ฐ. ๐ฆ๐ฝ๐ฎ๐ฐ๐ฒ-๐ฏ๐ฎ๐๐ฒ๐ฑ ๐ฎ๐ฟ๐ฐ๐ต๐ถ๐๐ฒ๐ฐ๐๐๐ฟ๐ฒ (๐ฆ๐๐): is a software design method that centers the system's structure around the idea of "spaces," which are independent and autonomous units.
๐ฑ. ๐ ๐ถ๐ฐ๐ฟ๐ผ๐ธ๐ฒ๐ฟ๐ป๐ฒ๐น ๐ฎ๐ฟ๐ฐ๐ต๐ถ๐๐ฒ๐ฐ๐๐๐ฟ๐ฒ: this is an approach where the kernel provides minimal functionality and services are implemented as separate modules outside the kernel.
๐ฒ. ๐ฃ๐ฒ๐ฒ๐ฟ ๐๐ผ ๐ฃ๐ฒ๐ฒ๐ฟ ๐ฎ๐ฟ๐ฐ๐ต๐ถ๐๐ฒ๐ฐ๐๐๐ฟ๐ฎ๐น ๐ฝ๐ฎ๐๐๐ฒ๐ฟ๐ป: this is a decentralized model where nodes in a network can act as both clients and servers, allowing for distributed sharing of resources and information without a central authority.
๐ณ. ๐๐น๐ผ๐๐ฑ ๐ป๐ฎ๐๐ถ๐๐ฒ ๐๐ผ๐ณ๐๐๐ฎ๐ฟ๐ฒ ๐ฎ๐ฟ๐ฐ๐ต๐ถ๐๐ฒ๐ฐ๐๐๐ฟ๐ฒ: this is a pattern where applications are developed and deployed to run on cloud platforms, leveraging cloud services and infrastructure for scalability, reliability, and agility.
๐ด. ๐๐ค๐ฅ๐ฆ (๐๐ผ๐บ๐บ๐ฎ๐ป๐ฑ ๐ค๐๐ฒ๐ฟ๐ ๐ฅ๐ฒ๐๐ฝ๐ผ๐ป๐๐ถ๐ฏ๐ถ๐น๐ถ๐๐ ๐ฆ๐ฒ๐ด๐ฟ๐ฒ๐ด๐ฎ๐๐ถ๐ผ๐ป): This pattern separates the command and query responsibilities of an application's model, making it easier to scale and optimize the application.
๐ต. ๐๐ฒ๐ ๐ฎ๐ด๐ผ๐ป๐ฎ๐น ๐๐ฟ๐ฐ๐ต๐ถ๐๐ฒ๐ฐ๐๐๐ฟ๐ฒ: This pattern separates the application into an inner and outer layer, where the inner layer contains the business logic and the outer layer includes the interfaces with the outside world.
๐ญ๐ฌ. ๐๐น๐ฒ๐ฎ๐ป ๐๐ฟ๐ฐ๐ต๐ถ๐๐ฒ๐ฐ๐๐๐ฟ๐ฒ: This pattern emphasizes separating concerns and decoupling components, making it easier to maintain and change an application over time.
#softwarearchitecture #programming #developers
๐๐ผ๐บ๐ฝ๐๐๐ฒ๐ฟ ๐ฆ๐ฐ๐ถ๐ฒ๐ป๐ฐ๐ฒ ๐ฃ๐ฎ๐ฝ๐ฒ๐ฟ๐ ๐๐๐ฒ๐ฟ๐ ๐๐ฒ๐๐ฒ๐น๐ผ๐ฝ๐ฒ๐ฟ ๐ฆ๐ต๐ผ๐๐น๐ฑ ๐ฅ๐ฒ๐ฎ๐ฑ
We as developers need to learn new stuff, which is one of the most essential things in our professional life. This helps us build and develop new skills for the job. Yet, I found that people are not reading so many research papers on computer science. You could ask why would you do this. Well, in those papers, you will understand different computer science and software engineering concepts (depth and breadth). Most of the features you use today in your programming languages came from some of those papers, and with new papers, you can predict what will come.
Here is the list of the most critical computer science papers:
๐ญ. ๐ข๐ป ๐๐ต๐ฒ ๐๐ฟ๐ถ๐๐ฒ๐ฟ๐ถ๐ฎ ๐ง๐ผ ๐๐ฒ ๐จ๐๐ฒ๐ฑ ๐ถ๐ป ๐๐ฒ๐ฐ๐ผ๐บ๐ฝ๐ผ๐๐ถ๐ป๐ด ๐ฆ๐๐๐๐ฒ๐บ๐ ๐ถ๐ป๐๐ผ ๐ ๐ผ๐ฑ๐๐น๐ฒ๐ (๐ญ๐ต๐ณ๐ฎ.), ๐.๐.๐ฃ๐ฎ๐ฟ๐ป๐ฎ๐
In this paper, Parnas discussed modularization as a mechanism for improving a system's flexibility and comprehensibility while reducing its development time. He also discussed the criteria for decomposing systems into modules.
Link: https://t.co/6VIcOaxAKJ
๐ฎ. ๐๐ป ๐๐ ๐ถ๐ผ๐บ๐ฎ๐๐ถ๐ฐ ๐๐ฎ๐๐ถ๐ ๐ณ๐ผ๐ฟ ๐๐ผ๐บ๐ฝ๐๐๐ฒ๐ฟ ๐ฃ๐ฟ๐ผ๐ด๐ฟ๐ฎ๐บ๐บ๐ถ๐ป๐ด (๐ญ๐ต๐ฒ๐ต.), ๐.๐.๐ฅ. ๐๐ผ๐ฎ๐ฟ๐ฒ
In this paper, C. A. R. Hoare explores the mathematical logic underlying computer programming. Deductive reasoning should inform every program's state and output. Axioms make up deductive reasoning, and inference rules are based on this collection of axioms.
Link: https://t.co/PO7rC1I5pk
๐ฏ. ๐ง๐ถ๐บ๐ฒ, ๐๐น๐ผ๐ฐ๐ธ๐, ๐ฎ๐ป๐ฑ ๐๐ต๐ฒ ๐ข๐ฟ๐ฑ๐ฒ๐ฟ๐ถ๐ป๐ด ๐ผ๐ณ ๐๐๐ฒ๐ป๐๐ ๐ถ๐ป ๐ฎ ๐๐ถ๐๐๐ฟ๐ถ๐ฏ๐๐๐ฒ๐ฑ ๐ฆ๐๐๐๐ฒ๐บ (๐ญ๐ต๐ณ๐ด.), ๐. ๐๐ฎ๐บ๐ฝ๐ผ๐ฟ๐
In the essay, Lamport discusses how humans perceive time, the necessity for a paradigm change regarding distributed systems, and the notion of incomplete ordering.
Link: https://t.co/JhYFSrl6yg
๐ฐ. ๐ข๐๐ ๐ผ๐ณ ๐๐ต๐ฒ ๐ง๐ฎ๐ฟ ๐ฃ๐ถ๐ (๐ฎ๐ฌ๐ฌ๐ฒ.), ๐. ๐ ๐ผ๐๐ฒ๐น๐ฒ๐, ๐ฃ. ๐ ๐ฎ๐ฟ๐ธ๐
This paper discusses the causes and effects of complexity in software systems and approaches to understanding it.
Link: https://t.co/lMI5IiKKtX
๐ฑ. ๐๐๐ป๐ฎ๐บ๐ผ: ๐๐บ๐ฎ๐๐ผ๐ปโ๐ ๐๐ถ๐ด๐ต๐น๐ ๐๐๐ฎ๐ถ๐น๐ฎ๐ฏ๐น๐ฒ ๐๐ฒ๐-๐๐ฎ๐น๐๐ฒ ๐ฆ๐๐ผ๐ฟ๐ฒ (๐ฎ๐ฌ๐ฌ๐ณ.), ๐.๐๐ฒ๐๐ฎ๐ป๐ฑ๐ถ๐ฎ ๐ฒ๐ ๐ฎ๐น.
This paper explains the design and architecture of AmazonDB, a fast NoSQL key-value database. You can learn that Dynamo is designed as a write-intensive data store, but it has limitations and scaling possibilities.
Link: https://t.co/uakqVwHyTO.
๐ฒ. ๐ ๐ฎ๐ฝ๐ฅ๐ฒ๐ฑ๐๐ฐ๐ฒ: ๐ฆ๐ถ๐บ๐ฝ๐น๐ถ๐ณ๐ถ๐ฒ๐ฑ ๐๐ฎ๐๐ฎ ๐ฃ๐ฟ๐ผ๐ฐ๐ฒ๐๐๐ถ๐ป๐ด ๐ผ๐ป ๐๐ฎ๐ฟ๐ด๐ฒ ๐๐น๐๐๐๐ฒ๐ฟ๐ (๐ฎ๐ฌ๐ฌ๐ฐ.), ๐. ๐๐ฒ๐ฎ๐ป, ๐ฆ. ๐๐ต๐ฒ๐บ๐ฎ๐๐ฎ๐ ๐ณ๐ฟ๐ผ๐บ ๐๐ผ๐ผ๐ด๐น๐ฒ
The paper explains the MapReduce programming model and its implementation for processing and generating large data sets.
Link: https://t.co/EvmQnDmATF
๐ณ. ๐ ๐ก๐ผ๐๐ฒ ๐ข๐ป ๐๐ถ๐๐๐ฟ๐ถ๐ฏ๐๐๐ฒ๐ฑ ๐๐ผ๐บ๐ฝ๐๐๐ถ๐ป๐ด (๐ญ๐ต๐ต๐ฐ.), ๐. ๐ช๐ฎ๐น๐ฑ๐ผ, ๐. ๐ช๐๐ฎ๐ป๐, ๐. ๐ช๐ผ๐น๐น๐ฟ๐ฎ๐๐ต, ๐ฆ. ๐๐ฒ๐ป๐ฑ๐ฎ๐น๐น
The authors of this study debunk an old myth that building a distributed system makes distribution visible.
Link: https://t.co/lrONESHt2s
๐ด. ๐ ๐บ๐ฒ๐๐ฟ๐ถ๐ฐ๐ ๐๐๐ถ๐๐ฒ ๐ณ๐ผ๐ฟ ๐ผ๐ฏ๐ท๐ฒ๐ฐ๐-๐ผ๐ฟ๐ถ๐ฒ๐ป๐๐ฒ๐ฑ ๐ฑ๐ฒ๐๐ถ๐ด๐ป (๐ญ๐ต๐ต๐ฐ.), ๐ฆ.๐ฅ. ๐๐ต๐ถ๐ฑ๐ฎ๐บ๐ฏ๐ฒ๐ฟ
This paper presents a new set of software metrics for OO design.
Link: https://t.co/t8XNvv4ARZ.
๐ต. ๐ ๐ฟ๐ฒ๐น๐ฎ๐๐ถ๐ผ๐ป๐ฎ๐น ๐บ๐ผ๐ฑ๐ฒ๐น ๐ผ๐ณ ๐ฑ๐ฎ๐๐ฎ ๐ณ๐ผ๐ฟ ๐น๐ฎ๐ฟ๐ด๐ฒ ๐๐ต๐ฎ๐ฟ๐ฒ๐ฑ ๐ฑ๐ฎ๐๐ฎ ๐ฏ๐ฎ๐ป๐ธ๐ (๐ญ๐ต๐ฒ๐ต.), ๐. ๐. ๐๐ผ๐ฑ๐ฑ
The paper addresses some of the problems with database systems at the time of its publication that the relational model solved. SQL Databases are based on this paper.
https://t.co/hqTrzqxfWQ
๐ญ๐ฌ. ๐ช๐ต๐ ๐๐๐ป๐ฐ๐๐ถ๐ผ๐ป๐ฎ๐น ๐ฃ๐ฟ๐ผ๐ด๐ฟ๐ฎ๐บ๐บ๐ถ๐ป๐ด ๐ ๐ฎ๐๐๐ฒ๐ฟ๐ (๐ญ๐ต๐ต๐ฌ.), ๐. ๐๐๐ด๐ต๐ฒ๐
In this paper, the authors describe the importance of functional programming where modularisation is key.
Link: https://t.co/d4luxwTZQl.
Bonus: "๐๐ผ๐ ๐๐ผ ๐ฅ๐ฒ๐ฎ๐ฑ ๐ฎ ๐ฃ๐ฎ๐ฝ๐ฒ๐ฟ", ๐ฆ. ๐๐ฒ๐๐ต๐ฎ๐
This paper outlines a practical and efficient three-pass method for reading research papers.
Link: https://t.co/3lfjvx3Dlj
If you're making technical decisions that shape a system, you're already doing software architecture.
The difference is whether you're doing it intentionally.
In Grokking Software Architecture, @codeliftsleep gives developers the vocabulary, frameworks, and thinking process needed to make better long-term technical decisions.
Watch the First Chapter Summary: https://t.co/z8tejnhusJ
๐ด RAJAT IS JUST A CAPTAIN, THE REAL MENTOR IS VIRAT KOHLI ๐คฏ
Ravi Ashwin๐๏ธ: Rajat Patidar deserves huge credit for his captaincy. He selflessly gave Virat Kohli the space to lead and mentor the team, focusing on what was best for RCB rather than seeking the spotlight himself.