DeepAR VS Splid

• Accuracy
  DeepAR, a forecasting algorithm based on deep learning, offers high accuracy by capturing complex patterns in time-series data.
• Scalability
  The model is designed to handle large datasets and multiple time-series simultaneously, making it suitable for various applications in different industries.
• Generalization
  DeepAR can generalize across time-series by leveraging shared patterns, improving predictions on datasets with limited data.
• Probabilistic Forecasts
  DeepAR provides probabilistic forecasts, offering quantile predictions that account for uncertainty, which is useful in decision-making processes.
• Automatic Handling of Missing Data
  The algorithm can automatically handle missing values in the dataset, simplifying the pre-processing requirements.

Possible disadvantages

• Complexity
  DeepAR's deep learning architecture can be complex to implement and tune, requiring expertise in machine learning.
• Resource Intensive
  Training the model can be computationally expensive, requiring substantial computational resources and time, especially for large datasets.
• Interpretability
  As with most deep learning models, DeepAR can be seen as a 'black box,' making it difficult to interpret the underlying decision-making processes.
• Data Requirement
  DeepAR requires large amounts of data to train effectively, which can be a limitation for businesses with smaller datasets.
• Overfitting Risk
  There is a risk of overfitting, particularly if the model is not properly tuned or if the training data is not well representative of future trends.

• User-Friendly Interface
  Splid offers an intuitive and easy-to-use interface that makes it simple for users to split expenses without any confusion.
• Offline Functionality
  Users can log expenses and use the app even without an internet connection, which is useful in remote areas.
• Multiple Currency Support
  Splid allows users to add expenses in different currencies, making it convenient for international travel and expenses.
• No Sign-Up Required
  The app does not require users to create an account, simplifying access and reducing privacy concerns.
• Easy Sharing
  Users can easily share expense reports with group members via a link, simplifying communication and transparency.

Possible disadvantages

• Limited Integration
  Splid lacks integration with other financial apps or services, which can limit its functionality for some users.
• Manual Expense Entry
  All expenses must be entered manually, which can be time-consuming compared to apps that offer receipt scanning.
• No Real-Time Sync
  Changes are not updated in real-time across devices, potentially leading to discrepancies if multiple users are managing a list.
• Basic Features Free
  While the basic app is free, advanced features require a paid upgrade, which might not be ideal for all users.
• Limited to Group Expense
  Splid is focused on group expense sharing, lacking features for individual finance management or budgeting.

Time Series Forecasting using DeepAR and GluonTS

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Tracking DeepAR since Mar 2021.

• Running an Open Source App: Usage, Costs and Community Donations

  Would be interesting to see how this compares to https://splid.app/. - Source: Hacker News / about 2 years ago

• Show HN: An alternative to Splitwise, more minimalist, no ads, no account

  Https://splid.app/ is a great no-account alternative. - Source: Hacker News / over 4 years ago