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Speech emotion detection using Catboost model trained by labelling LPC, MFCC, Pitch features of speech from a emotion classified speech dataset

₹1500-12500 INR

In Progress
Posted about 2 years ago

₹1500-12500 INR

Paid on delivery
I want to develop code to do emotion detection on speech by training a model by pre-processes the test voice signal, extract selective MFCC, LPC, pitch, and voice quality features, then classify the speech using Catboost. Step 1. Read each file with different sentiments and languages Step 2. Filter the voices. We removed blanks Step 3. Extract LPC and MFCC features. Calculate Pitch. Club them all as features Step 4. Features satisfying a threshold are retained Step 5. Assign labels to features as per the sentiment in the voice Step 6. Design a Catboost model having relevant parameters Step 7. Using features and labels train the model Step 8. To predict the sentiment Take a new voice for output Repeat steps 2 through 4 Run the model with the new features to predict the sentiment Use Catboost to extract the categorical features and to predict the sentiments from voices. A detailed description is there in the attached research paper. All these algortithms have to be implemented exactly as described in the research paper. Training datasets 1. RAVDESS dataset [login to view URL] 2. TESS dataset [login to view URL] 3. Emo-DB Dataset [login to view URL] Deliverables:- A simple web page should be created where:- 1. A new dataset can be uploaded and the Catboost model can be trained using that dataset. 2. A speech audio is uploaded and the model predicts the emotion. 3. Full detailed documentation explaining every line of code.
Project ID: 32762423

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4 proposals
Remote project
Active 2 yrs ago

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Hi, I have worked on ravdess dataset emotion classification. I can extract the features mentioned in paper and can implement catboost and other algos for classification. Also, I will make a Ui for training and prediction of audio file. Let's discuss
₹7,000 INR in 4 days
5.0 (12 reviews)
4.7
4.7
4 freelancers are bidding on average ₹6,875 INR for this job
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Greetings. I checked your Machine Learning and Datamining project requirements. Your work is one of the tasks that can be done very perfectly by us. I will work within your budget, Within your deadline. We are good in Supervised Learning Technologies like Classification, Logistic Regression, kNN , Naïve Bayes , Support Vector Machines , Feature Selection and etc. I am also good in unsupervised learning technologies like Clustering (k-means, hierarchical, etc.) PCA , Decision Trees , Random Forests , Bagging , Boosting and ways ensembles work and etc
₹1,500 INR in 2 days
3.9 (27 reviews)
5.2
5.2
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Hi, I have +5 years of experience dealing with machine learning algorithms and worked on multiple projects in this field, I absolutely can do your project as you like. Please contact me to discuss more. Have a nice day
₹7,000 INR in 7 days
5.0 (10 reviews)
4.0
4.0
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Hi. I am a data scientist. I am very familiar to Deep learning apis such as Tensorflow and fastai, mxnet. I have a good hands on working with Advanced R and Python and BI tools and technologies, AI, Big Data. I have quite a good knowledge of DL/ML Algorithm , have also developed Dashboards and Web Applications using flask/django. My area of expertise is building Image Processing, Speech Recognition and building models for food, healthcare and telecom sector, Classification/Prediction/Clustering, NLP and Chatbots. I usual using many technique and library, frameworks such as tensorflow, tesseract, machine learning such as CNN, DNN, FCRN, SVN etc. and I am generally not attached to programming language in working.(r programming, pytorch ,opencv, nlp, computer vision,Linux, Python, , ....) Specifically, I have worked for long on machine learning and Deep learning including computer Vision and natural language processing and model building for the same. Projects I have done so far as a Freelancer : ● Object Detection ● Face Recognition ● Image Classification using Transfer Learning ● Reverse Image Search Engine ● Recommendation system for dating android app ● Google Scholar website scrapping through R programming ● vehicle detection, counting, classification in real time cctv camera
₹12,000 INR in 7 days
0.0 (0 reviews)
0.0
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Stockholm, Sweden
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