Author: Deep Learner

Machine Learning

Tips for Effectively Training Your Machine Learning Models

Image by Editor | Midjourney In machine learning projects, achieving optimal model performance requires paying attention to various steps in the training process. But before focusing on the technical aspects of model training, it is important to define the problem, understand the context, and analyze the dataset in detail. Once you have a solid grasp of the problem and data, you can proceed to implement strategies that’ll help you build robust and efficient models. Here, we outline five actionable tips […]

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Python

Quiz: How to Write Beautiful Python Code With PEP 8

Interactive Quiz ⋅ 12 QuestionsBy Martin Breuss Share Or copy the link: Copied! Happy Pythoning! In this quiz, you’ll test your understanding of how to write beautiful Python code with PEP 8. By working through this quiz, you’ll revisit the key guidelines laid out in PEP 8 and how to set up your development environment to write PEP 8 compliant Python code. The quiz contains 12 questions and there is    

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Python

Quiz: How to Use Generators and yield in Python

Interactive Quiz ⋅ 10 QuestionsBy Martin Breuss Share Or copy the link: Copied! Happy Pythoning! In this quiz, you’ll test your understanding of Python generators. Generators and the Python yield statement can help you when you’re working with large datasets that might overwhelm your machine’s memory. Another use case is when you have a complex function that needs to maintain an internal state every time it’s called. When you understand Python generators, then you’ll be    

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Python

Exercises Course: Introduction to Web Scraping With Python

Web scraping is the process of collecting and parsing raw data from the Web, and the Python community has come up with some pretty powerful web scraping tools. The Internet hosts the greatest source of information on the planet. Many disciplines, such as data science, business intelligence, and investigative reporting, can benefit enormously from collecting and analyzing data from websites. In this course, you’ll practice: Parsing website data using string methods and regular expressions Parsing website data using an HTML […]

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Artificial intelligence Leave a comment

Data-driven model improves accuracy in predicting EV battery degradation

Rising carbon emissions have significantly challenged sustainable development in recent years, prompting global efforts to implement carbon reduction policies and achieve long-term carbon neutrality. A crucial step in this transition involves the recycling and reuse of power batteries, which are assessed for their state-of-health (SoH) and then repaired or restructured for reuse in smaller-sized electric vehicles (EVs), energy storage systems, and smart streetlights. This process not only extends battery life but also maximizes their residual value. However, accurately assessing this […]

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Python

Quiz: How to Flatten a List of Lists in Python

Interactive Quiz ⋅ 7 QuestionsBy Martin Breuss Share Or copy the link: Copied! Happy Pythoning! In this quiz, you’ll test your understanding of how to flatten a list in Python. You’ll write code and answer questions to revisit the concept of converting a multidimensional list, such as a matrix, into a one-dimensional list. The quiz contains 7 questions and there is no time limit. You’ll get 1 point for each    

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Python

Quiz: Python Type Checking

Interactive Quiz ⋅ 17 QuestionsBy Martin Breuss Share Or copy the link: Copied! Happy Pythoning! In this quiz, you’ll test your understanding of Python Type Checking. By working through this quiz, you’ll revisit type annotations and type hints, adding static types to code, running a static type checker, and enforcing types at runtime. The quiz contains 17 questions and there is no time limit. You’ll get 1 point for each    

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Python

Split Your Dataset With scikit-learn’s train_test_split()

Watch Now This tutorial has a related video course created by the Real Python team. Watch it together with the written tutorial to deepen your understanding: Splitting Datasets With scikit-learn and train_test_split() One of the key aspects of supervised machine learning is model evaluation and validation. When you evaluate the predictive performance of your model, it’s essential that the process be unbiased. Using train_test_split() from the data science library scikit-learn, you can split your dataset into subsets that minimize the […]

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Detailed Guide to LangChain Text Splitters with Examples

What are LangChain Text Splitters In recent times LangChain has evolved into a go-to framework for creating complex pipelines for working with LLMs. One of its important utility is the langchain_text_splitters package which contains various modules to split large textual data into more manageable chunks. Usually, LangChain Text Splitters are used in RAG architecture to chunk a large document and convert these chunks into embeddings to be stored in Vector DB. For LLMs with limited context-size windows, it is quite […]

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Artificial intelligence Leave a comment

RUBICON: Evaluating conversations between humans and AI systems

This paper has been accepted at the 1st ACM International Conference on AI-powered Software (opens in new tab) (AIware 2024), co-located with FSE 2024 (opens in new tab). AIware is the premier international forum on AI-powered software. Generative AI has redefined the landscape of AI assistants in software development, with innovations like GitHub Copilot providing real-time, chat-based programming support. As these tools increase in sophistication and domain specialization, assessing their impact  

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