# warpt-ctc Reviews
**Vendor:** Baidu  
**Category:** [Machine Learning Software](https://www.g2.com/categories/machine-learning)  
**Average Rating:** 4.0/5.0  
**Total Reviews:** 11
## About warpt-ctc
warpt-ctc is a loss function useful for performing supervised learning on sequence data, without needing an alignment between input data and labels that can be used to train end-to-end systems for speech recognition




## warpt-ctc Reviews
  ### 1. Good supervised learning ML Model

**Rating:** 4.5/5.0 stars

**Reviewed by:** Charles F. | IT Consultant, Mid-Market (51-1000 emp.)

**Reviewed Date:** August 02, 2022

**What do you like best about warpt-ctc?**

- Quick and easy to implement, we have prebuilt libraries to use this ML function
- It is open source hence no cost is involved and it is the best in class for speech recognition and CTC

**What do you dislike about warpt-ctc?**

- It is a complex model, takes sometime to understand the complexity
- Only python based, maybe it can be extended for statistical languages like scala, R etc
- Community build-up is not there, a lot of Data Scientists do not know much about it.

**What problems is warpt-ctc solving and how is that benefiting you?**

It is the fastest speech rec and CTC,hence saves time and money
Helps us to implement deep learning models faster and better and also it's benefitting us a lot in our speech rec models which we widely use in our ML algorithms.

  ### 2. Really good experience

**Rating:** 4.0/5.0 stars

**Reviewed by:** Ashfaque S. | Event, Small-Business (50 or fewer emp.)

**Reviewed Date:** September 23, 2022

**What do you like best about warpt-ctc?**

Ease of use
Best open source program I have come across 
Best machine learning experience and speech recognition system

**What do you dislike about warpt-ctc?**

I don't find any problems but only concern isLack of language

**What problems is warpt-ctc solving and how is that benefiting you?**

Warpt-ctc is helping me for deploying learning algorithm

  ### 3. Best Machine Learning Software

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.)

**Reviewed Date:** June 27, 2022

**What do you like best about warpt-ctc?**

For machine learning, warpt-ctc is the finest open-source program. With the creation of a comprehensive and widespread speech recognition system, Warpt-CTC increased the models' ability to scale when trained using CTC. Compared to current implementation methods, Warpt-CTC is far more effective.

**What do you dislike about warpt-ctc?**

Other than the algorithm's complexity and lack of user-friendliness, I saw no drawbacks to warpt-ctc.

**What problems is warpt-ctc solving and how is that benefiting you?**

Encouraging swift advancement through the facilitation of difficult and intense learning. There is a wide variety of open-source deep learning software available, but past code for training whole networks for sequences (such as powerful speech engines) has been limited. To start making a difference in the machine learning community, Wrapt-CTC has been launched.

  ### 4. Learning community

**Rating:** 4.0/5.0 stars

**Reviewed by:** pradnya s. | Product Designer, Mid-Market (51-1000 emp.)

**Reviewed Date:** July 19, 2022

**What do you like best about warpt-ctc?**

So as its open source so it can be found and used easily. No need to dig in a lot.

**What do you dislike about warpt-ctc?**

I think so security would be a part which I would be more looking into. And it shouldn't be detecting any virus.

**What problems is warpt-ctc solving and how is that benefiting you?**

Helped me in implementing machine learning algorithms.

  ### 5. finest open-source program - refined way of machine learning

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Information Services | Small-Business (50 or fewer emp.)

**Reviewed Date:** August 01, 2022

**What do you like best about warpt-ctc?**

finest open-source program - refined way of machine learning and speech recognition system

**What do you dislike about warpt-ctc?**

user will need some time to use it more efficiently

**What problems is warpt-ctc solving and how is that benefiting you?**

past code for training whole networks for sequence along with  helps to sequence the data without needing an alignment between input and output data.

  ### 6. Warp CTC - Apache

**Rating:** 3.0/5.0 stars

**Reviewed by:** Ashrith G. | Data analyst, Small-Business (50 or fewer emp.)

**Reviewed Date:** June 27, 2022

**What do you like best about warpt-ctc?**

Best for performing Speech Rec, and CTC.

**What do you dislike about warpt-ctc?**

Its is only a python based, can be updated to other langauges

**What problems is warpt-ctc solving and how is that benefiting you?**

Fastest CTC for python

  ### 7. Reduce effort and Accelerate machine speed

**Rating:** 4.5/5.0 stars

**Reviewed by:** Apurv K. | Manager HR, Mid-Market (51-1000 emp.)

**Reviewed Date:** April 21, 2022

**What do you like best about warpt-ctc?**

machine learning community is the best thing which i needed for my machine

**What do you dislike about warpt-ctc?**

end-to-end deep learning is not there still the software need to learn alot

**What problems is warpt-ctc solving and how is that benefiting you?**

It helps me in easier implementation of deep learning algorithms.

  ### 8. Warpt-ctc

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** March 16, 2022

**What do you like best about warpt-ctc?**

Warpt-ctc is a open-source software for machine learning community it makes end to end leanings easier and manage data in a efficient way. It helps to sequence the data without needing an alignment between input and output data.

**What do you dislike about warpt-ctc?**

The algorithm is bit complicated and not so user friendly, other than that I didn't find any disadvantages in warpt-ctc

**Recommendations to others considering warpt-ctc:**

It's a good tool for implementing deep learning

**What problems is warpt-ctc solving and how is that benefiting you?**

Warpt-ctc is mainly used for deploying deep learning algorithms

  ### 9. warpt-ctc Review

**Rating:** 5.0/5.0 stars

**Reviewed by:** Mohammad S. | Senior Software Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** July 26, 2021

**What do you like best about warpt-ctc?**

warpt-ctc is the best open-source software for the machine learning. Warp-CTC improved the scalability of models trained using CTC, While creating  extensive and far and wide speech recognition system. Warp-CTC is far efficient than current technique of implementations.

**What do you dislike about warpt-ctc?**

I don't find anything disliking about it.

**Recommendations to others considering warpt-ctc:**

It makes deep end-to-end learning easier and faster so one can make progress more rapidly, so if you are into such kind of work the give try to warpt-ctc. it delightful

**What problems is warpt-ctc solving and how is that benefiting you?**

To make extensive and intense learning easier and faster so it can quickly progress. Many open-source software exists for deep learning , but previous code for training entire networks for sequences (like heavy Speech engines) has been moderate. Wrapt-CTC has been launch to start contributing to the machine learning community by sharing an important piece of code.

  ### 10. I did not like warpt-ctc

**Rating:** 0.5/5.0 stars

**Reviewed by:** Verified User in Marketing and Advertising | Small-Business (50 or fewer emp.)

**Reviewed Date:** May 31, 2018

**What do you like best about warpt-ctc?**

I did not like anything I think it needs to improve a lot because, as I said, the safety issue is fundamental.the good thing is that by being an open structure software errors can be easily found and solved and at this point I like

**What do you dislike about warpt-ctc?**

I did not like anything, because when you install win it detects as adware virus and it does not work for those who work a lot on the internet and need security.For a legal experience I think that the support could give more value to the small entrepreneurs

**Recommendations to others considering warpt-ctc:**

you need to evaluate pros and cons as to what kind of equipment you are using as I said in my case the pc took over as adware and I did not like this insecurity

**What problems is warpt-ctc solving and how is that benefiting you?**

none only caught my cp

  ### 11. This is an improved implementation of a deep-learning algorithm developed some time ago by Baidu. 

**Rating:** 4.0/5.0 stars

**Reviewed by:** Saransh D. | Graduate Research Assistant, Higher Education, Enterprise (> 1000 emp.)

**Reviewed Date:** June 13, 2018

**What do you like best about warpt-ctc?**

Warp-CTC is an implementation of the ‪Connectionist temporal classification algorithm for ‪different CPUs and GPUs. Researchers can directly call the C library from a project or implement Warp-CTC with ‪Torch browser using supplied bindings. Warp-CTC is a lot faster than current alogrithm implementations. It makes end-to-end deep learning easier and faster so researchers can make progress more rapidly.

**What do you dislike about warpt-ctc?**

I didnt dislike anything about this product. 

**What problems is warpt-ctc solving and how is that benefiting you?**

It helps me in easier implementation of deep learning algorithms. 


## warpt-ctc Discussions
  - [What is warpt-ctc used for?](https://www.g2.com/discussions/what-is-warpt-ctc-used-for)

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## warpt-ctc Features
**Integration - Machine Learning**
- Integration

**Learning - Machine Learning**
- Training Data
- Actionable Insights
- Algorithm

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