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Keras: The Library For Seamless Deep Learning Innovation

Keras is a Python-based open-source deep learning library that simplifies and streamlines the model-building process.
It provides a high-level API that abstracts away the complexity of creating deep learning models.
Keras offers adaptability, a straightforward interface, and resources for various applications like time series forecasting, image recognition, and NLP.
In 2017, Keras was officially integrated into TensorFlow as its official high-level API, enhancing its capabilities and popularity.

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Medium

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How to Estimate π in the Woods

This article provides instructions on how to estimate π without using a computer.
The method involves using basic geometry, such as the relationship between the area and circumference of a circle.
By creating a diagram with a circle and two squares, it is possible to get a rough estimate of π.
The article explains the calculations and procedures to follow in order to estimate π in the woods.

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Dev

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Clean your Memory: From Finalize to Cleaner

Garbage collection in Java manages memory but does not clean up non-memory resources like sockets or file handles, leading to resource leaks and performance issues.
Introduced in Java 9, the Cleaner API provides a modern mechanism for resource cleanup, addressing the limitations of the deprecated finalize() method.
The finalize() method was deprecated due to unpredictable execution, performance overhead, memory leaks, and finalization queue mechanism issues.
Java Reference classes include Strong, Weak, Soft, and Phantom References, managed based on the reachability concept.
Cleaner, similar to Java Reference classes, is more efficient in managing external resources like files.
The Cleaner internally uses a combination of PhantomReference and a background daemon thread for efficient resource cleanup.
A comparison between Cleaner and try-with-resources reveals their differences in immediate vs. deferred cleanup timing and resource type considerations.
It is recommended to use Cleaner judiciously and follow best practices to avoid issues with lambda capturing, concurrency, and delegation of cleaning actions.
Java's Cleaner API offers a reliable way to manage non-memory resources efficiently, improving application performance and memory usage.
Understanding when and how to utilize Cleaner can help developers build more robust and memory-efficient Java applications.

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Dev

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This is why AI can't takeover my engineering job

AI can't take over engineering jobs because human intuition and problem-solving logic are still crucial.
Coding tasks completed by AI may contain bugs that require human intervention for resolution.
LLMs (Large Language Models) can only provide solutions based on information available on the web.
The importance of human visualization and understanding of problems in the industry persists.

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Medium

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Integrating ML model in React js

TensorFlow Lite is a streamlined version of TensorFlow, designed for mobile and embedded devices.
This tutorial shows how to create a React/Next.js app that can interact with a TensorFlow Lite model to auto-capture passport images directly in the browser.
The setup involves creating custom hooks to load the TFLite model and handle the video feed from the user's device.
Helper methods are provided to process frames from the video feed, draw bounding boxes, capture and crop the passport images.

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Medium

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Lambda Expressions in Java: Say Goodbye to Verbose Code!

Java lambda expressions provide a way to write cleaner and more concise code.
Lambda expressions in Java replace anonymous classes and provide a more efficient approach.
Functional interfaces in Java are essential for working with lambda expressions.
Examples of functional interfaces include Consumer and Predicate.

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Dev

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Emerging Trends in Java Garbage Collection

Efficient garbage collection is crucial for Java application performance as outdated algorithms can't cope with the demands of modern computing.
Java garbage collection has evolved over the years to keep up with evolving IT trends, including hardware advancements and changing software requirements.
There are now multiple garbage collection (GC) algorithms in Java, each designed for specific purposes, including Serial, Parallel, CMS, G1, Z, and Shenandoah.
Future developments in GC include improved features for Z GC, throughput enhancements for G1 GC, footprint reduction, and the implementation of a new algorithm called N2GC.

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Dev

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All React Concepts in One Read: Interview Insights

Components are the building blocks of React, representing parts of the UI like buttons or pages.
JSX in React allows for HTML-like syntax in JavaScript code, improving readability.
Using curly braces in JSX enables the injection of dynamic values and expressions.
Fragments in React help avoid unnecessary DOM elements, allowing you to return multiple elements.
Props enable data passing from parent to child components in React.
Passing components as props using the children prop aids in composing UI elements.
Keys are crucial in React for identifying elements efficiently in lists.
Rendering in React involves updating the Virtual DOM for efficient updates.
Event handling in React allows responses to user interactions like clicks or key presses.
State management in React involves using useState hook for dynamic data handling.

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Dev

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🎓💻 Is College Still Worth It for Aspiring Software Engineers? 💻🎓

In the tech-driven world, the debate on the value of college for software engineers has intensified.
Options include traditional degrees, coding bootcamps, online platforms, and self-teaching.
Pros of a college degree: comprehensive education, networking, credibility, and long-term growth.
Cons include high costs, time commitment, and outdated curricula for some.
Alternative pathways offer cost-effectiveness, focused learning, flexibility, and rapid entry into the workforce.
However, they may lack depth, credibility, networking opportunities, and quality assurance.
Consider career goals, financial situation, learning style, and industry trends when choosing.
Foundational knowledge, soft skills, and adaptability are crucial for success in the evolving tech landscape.
Strategies for success include building a portfolio, networking, staying updated, and interview preparation.
Choosing between college and alternative paths depends on one's preferences and goals in the tech industry.

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TechBullion

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Player Acquisition Tactics Every Game Developer Should Know

Creating a great game is only half the battle; player acquisition strategies are crucial in a competitive market.
Building a community before launch helps create early advocates and feedback channels.
Utilizing gaming blogs and press release distribution services can help reach a wider audience.
Sharing unique stories and focusing on what makes your game different is vital in PR.
Partnering with games that share your target audience can effectively expand your user base.
Using FOMO marketing, limited-time events, and giveaways can drive player acquisition spikes.
Collaborating with gaming influencers can introduce your game to a vast engaged player base.
Driving new players to your game requires constant refinement and strategy adjustment.
Developing a holistic acquisition strategy tailored to your game and audience is crucial for sustainable growth.
Authenticity is key in player acquisition to genuinely connect players with games they would enjoy.

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Dev

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🌟 When Your Code Works but You Have No Idea Why 🤔

Developers often encounter situations where their code works, but they don't understand why, leading to confusion and uncertainty.
Reasons for this phenomenon include trial-and-error programming, overcomplicated code, lack of understanding of underlying concepts, unintentional fixes, and hidden dependencies.
To avoid this trap, developers should follow systematic debugging processes, write clean and readable code, understand the tools they use, document their code, test thoroughly, and seek feedback.
When faced with 'magic code', analyzing logic, adding logging, refactoring, researching tools, and seeking help are recommended actions to unravel the mystery.
Real-life examples of 'magic code' include accidental fixes due to asynchronous behavior, hidden dependencies altering program behavior, and lucky typos inadvertently resolving issues.
Understanding why code works is essential for growth as a developer, emphasizing the importance of systematic debugging and clear code practices.
Sharing experiences and insights with the developer community can enhance understanding and problem-solving skills in dealing with 'magic code'.
Continuous learning and embracing challenges presented by mysterious working code contribute to developer growth and proficiency.
Engaging in dialogue and knowledge exchange with peers fosters a supportive environment for tackling coding complexities and understanding code behavior.
Joining conversations and sharing experiences of encountering 'magic code' can promote learning and collaborative problem-solving among developers.
Embracing a mindset of learning from code mysteries can lead to improved coding practices, deeper understanding, and enriched developer experiences.

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Medium

137

Introduction of DSA (Data Structures and Algorithms).

An algorithm is a set of instructions used to solve a task.
A data structure is a way to store data in a computer efficiently.
Data structures aim to optimize space and time complexities.
DSA helps in building scalable algorithms and improving efficiency.

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Medium

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Is LeetCode Enough to Crack a Java Developer Interview?

LeetCode is a great platform for improving problem-solving skills and algorithmic prowess, especially for aspiring software engineers.
However, LeetCode alone is not sufficient to crack a Java Developer interview, as it requires a deep understanding of the Java ecosystem, practical application of technologies like Spring Boot, and knowledge of real-world system design.
To succeed in a Java Developer interview, candidates should focus on gaining expertise in various topics, such as Java concepts, Spring Boot, and system design.
Apart from LeetCode, it is important to build practical projects, understand algorithms, and prepare for specific Java-related topics to excel in a Java Developer role.

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Dev

358

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Streamlined Odoo 18 Development with Docker Compose: A Developer's Guide

Setting up Odoo environments efficiently is crucial for developers working with ERP systems.
A developer has created a Docker setup for Odoo 18 using Docker Compose to streamline the development process.
The Docker Compose configuration includes the Odoo and PostgreSQL services for running Odoo efficiently and maintaining data integrity.
The setup provides a simplified module management workflow and allows for persistent data and environment consistency across different stages of development.

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Dev

190

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Stop Abusing – Use the Right HTML Elements Instead!

Overusing
elements in HTML leads to accessibility issues, poor SEO, and painful maintenance.
Using semantic elements in HTML, such as
,
,
,
, and
, can improve code structure and readability.
Search engines rely on meaningful HTML elements to understand page structure, and overuse of
elements can negatively impact SEO rankings.
It is important to use
elements sparingly and opt for more appropriate semantic elements whenever possible.

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