Introduction
In the previous article, we discussed the 10 best free, open-source libraries that can be used for categorising text. However, those are ideal when you’re neck-deep in coding and machine learning, with time to invest in development. If you’d prefer to start with a more generic framework without delving into technical details, this article is for you.
Here, we break down the 10 best MLaaS/SaaS (Machine Learning as a Service) APIs to assist your data journey, providing valuable insights without needing extensive coding knowledge. Using ready-to-access solutions without prior setup, these platforms help perform complex machine learning and NLP tasks efficiently, boosting your business journey.
Benefits of MLaaS Platforms
MLaaS platforms offer pre-trained NLP models that can be used without any coding expertise. They are perfect for businesses looking for fast and effective machine learning solutions. Let’s explore the top 10 MLaaS APIs for text classification.
The Top 10 Best NLP Tools
1. Google Cloud NLP
Google Cloud NLP offers a set of machine learning algorithms for broad text analytics, including text classification, sentiment analysis, and entity extraction. With tools like AutoML, you can build custom ML algorithms and models. It uses Google’s language/question-answering technology to interpret meanings accurately.
Pricing: Free plan available; monthly prices vary based on requests.
2. Amazon ComprehendÂ
Amazon Comprehend is an NLP-based MLaaS provider using Amazon’s web services models. It performs deep learning and NLP analysis such as topic modelling, named entity recognition, and sentiment analysis. It offers specialised services like Amazon Comprehend Medical for healthcare data analysis.
Pricing: Free plan available; monthly prices vary based on requests.
3. IBM Watson
IBM Watson provides a suite of ML and AI services stored in the IBM cloud. It offers features like NLP, named entity recognition, keyword extraction, and sentiment analysis. IBM Watson’s AI algorithms are tailored for sectors including healthcare and finance.
Pricing: Free plan available; monthly prices vary based on requests.
4. Microsoft Azure
Microsoft Azure is a SaaS-/PaaS-based cloud computing service supporting a wide range of tools, frameworks, and programming languages. It allows you to perform NLP tasks, identify key phrases and entities, classify medical terminologies, and perform sentiment analysis using pre-trained models in multiple languages.
Key Services for NLP:
- Azure HDInsight
- Azure Databricks
- Microsoft Cognitive Services
Pricing: A free plan is available; monthly prices vary based on requests.
Starts at a free plan, monthly prices can vary according to monthly requests.
5. MonkeyLearn
MonkeyLearn is a SaaS platform offering ready-to-use ML algorithms without coding knowledge. It provides NLP tools for text classification using pre-trained models. You can analyse text data from various formats and build custom classifiers to determine sentiment, topic, or intent.
Pricing:
Team Plan: $299 per month
Free plan available
6. Lexalytics
Lexalytics is an all-in-one SaaS platform for NLP featuring solutions for text analysis. Their Semantria API analyses documents using machine learning algorithms. It offers customizable tools for named entity extraction and text categorisation.
Pricing: Demo available; premium plans depend on the module type and monthly queries.
7. MeaningCloud
MeaningCloud is a semantic analysis platform providing high-end text analysis. It offers APIs for text classification, clustering, topic extraction, sentiment analysis, and document structure analysis. The multi-tag classification tools streamline user text data categorisation.
Pricing:
Paid plan: $99 per month
Free plan available
8. Aylien
Aylien is a SaaS API offering solutions for text collection, analysis, and understanding. You can build and train custom NLP models in the cloud, collaborate on datasets, and explore the Aylien marketplace without machine learning expertise.
Pricing:
Premium: $199 per month
14-Day Trial available
9. ParallelDots
ParallelDots provides cloud NLP APIs for document classification, sentiment analysis, and emotion detection. It offers real-time analysis and supports data from finance to healthcare, with flexible deployment options to prevent data leakage.
Pricing: Free trial available.
10. SummarizeBot
SummarizeBot specialises in information extraction, structuring, and analysis using AI, NLP, blockchain, and machine learning. It offers APIs for summarisation, sentiment analysis, emotion analysis, semantic search, and more.
Pricing:
Standard version: $179 per month
14-Day Free trial
Conclusion
Choosing the right MLaaS tool for your business depends on your specific needs:
- Cost-Effective Solutions: Consider MeaningCloud, SummarizeBot, or ParallelDots.
- All-Round Solutions: Microsoft Azure is ideal for classification, regression, clustering, and more.
- Framework Compatibility: IBM Watson excels with frameworks like TensorFlow, Spark MLib, and PyTorch.
- Dynamic Speech and Text Processing: Google Cloud NLP and Microsoft Azure offer robust language support.
With these tools, you can achieve your machine-learning goals efficiently, even without technical expertise.
References
- IBM Watson
- Amazon Comprehend
- Google Cloud Natural Language AI
- MonkeyLearn
- Azure
- Lexalytics
- AYLIEN
- SummarizeBot
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