Fireship·2yGoogle's secret algorithm exposed via leak to GitHub…
Leaked documents reveal potential lies about Google's search ranking algorithm, including the use of site authority, the importance of clicks, the impact of data collected from Chrome users, and the continued importance of high-quality backlinks.
Community Picks·2yThe State of Data Engineering 2024
The 2024 State of Data Engineering report discusses the influence of GenAI on software infrastructure, the expansion of product offerings due to the economic downturn, and the impact of open table formats and their catalogs in the data lake industry. It also highlights the importance of data version control and observability in AI/ML systems.
KDnuggets·2yNavigating Your Data Science Career: From Learning to Earning
Data science career requires a combination of academic education and self-learning. Technical skills such as programming and data manipulation are important, as well as soft skills such as communication and analytical thinking. The career offers attractive salaries and plenty of job opportunities.
Machine Learning News·2yEmpowering Developers and Non-Coders Alike to Build Interactive Web Applications Effortlessly
Taipy Designer is a no-code studio that allows users to design web pages by dragging and dropping graphical widgets. It integrates Python code with web interfaces and is accessible to both Python developers and non-professional developers. It provides basic widgets for charts and easy access to chart libraries like Matplotlib and Plotly. Taipy Designer aims to empower developers and non-coders alike to build interactive web applications effortlessly.
Community Picks·2yWhich programming language to use for coding interviews
The choice of programming language for coding interviews can greatly impact performance, with Python and Java being commonly preferred. Familiarity with the language is also important, and it's recommended to use a language you're already familiar with. However, there are exceptions for domain-specific positions. Learning a new language just for interviewing is generally not recommended.
Daily Dose of Data Science | Avi Chawla | Substack·2yMost Important Plots in Data Science
The post discusses the most important plots in data science, including the KS Plot, SHAP Plot, ROC Curve, Precision-Recall Curve, QQ Plot, Cumulative Explained Variance Plot, Elbow Curve, Silhouette Curve, Gini-Impurity and Entropy, Bias-Variance Tradeoff, and Partial Dependency Plots.
Daily Dose of Data Science | Avi Chawla | Substack·2yBuild Interactive Data Apps of Scikit-learn Models Using Taipy
Learn how to build interactive data apps of Scikit-learn models using Taipy, a low-code data pipeline interface. Taipy allows for parallelization and caching to optimize the execution of data pipelines. Install Taipy and Taipy Studio to get started. The code examples provided demonstrate creating a model app using Taipy, defining tasks and pipelines, and creating a graphical interface for user interaction.
KDnuggets·2yFeature Engineering for Beginners
This guide introduces key techniques in feature engineering, including handling missing values, encoding categorical variables, and scaling and normalizing data. It also covers advanced techniques such as feature creation, dimensionality reduction, and time series feature engineering. The post provides practical examples in Python and offers practical tips and best practices.
Towards AI·2yData Science Interview Question: Creating ROC & Precision-Recall Curves From Scratch
Learn how to create ROC and Precision-Recall curves from scratch in data science interviews. Import necessary libraries and generate actual data and probabilities. Combine actual and predicted values and calculate metrics for curve creation. Plot the ROC, Sensitivity-Specificity, and Precision-Recall curves.
