AI Case Study - Cancer Drug Discovery

Cancer Drug Discovery

Optimizing Cancer Drug Development & Research with AI-Powered Solutions

A Spain-based healthcare AI startup, an emerging name in the medical industry, is involved in the development of tools that can help scientists across the world to improve their research work. Some of the key services provided by this startup are health care oncology workflow, biomarker and drug development, and precision medicine solutions. Leveraging the latest technology and technical expertise, the company identifies unmet necessities, possible side effects, empty areas, and other combinations that can assist in predicting the success of a novel pharmacological compound. You can rely on them for drug development and personalized medicine.

Problem Statement

They were facing issues in ensuring the accuracy during drug development, minimizing the drug failure rate, reducing the research time, and gathering valuable data from the relevant sources. Therefore, the company wanted a solution that can overcome these challenges and help it save big on cost and time.

Challenges

  • Difficulty in minimizing the time spent on collecting data from clinical trials, scientific results, studies, molecular alterations, and other sources.
  • Inability to bring precision in the results obtained during drug discovery or while researching for the drug development.
  • Inability to lower down the drug development failure ratio.
  • Problem while controlling the cost of drug discovery and development.
  • Inability to make predictions that can improve the rate of drug discovery and development.
solution

Solution

  • Our AI-based solution will help in collecting data from the relevant sources, without human intervention or manual efforts.
  • The solution can help in bringing accurate research results and making predictions for the betterment of drug discovery and development.
  • The solution can also help to reduce the cost of drug development by providing valuable insights by analyzing the collected data.
  • Our solution can do risk analysis of success and failure of drugs and thus, will help in controlling drug discovery time to a great extent.
  • Our solution is powered by artificial intelligence, which is the most advanced technology to predict whether the drug will be successful or not. In other words, the AI-based solution can define the success ratio of the drug.
result

Results

  • Reduced Drug Discovery Failure Rate

    One of the biggest reasons behind the failure of drug discovery is the lack of research; this AI-integrated solution helped to resolve this problem by performing data analysis and pattern search from clinical trials, a combination of compounds, and other researches.

  • Precision in Drug Discovery

    Using AI techniques, such as content-based filtering, pattern search, NLP, collaborate filtering, and more, our solution assisted in getting accurate data for drug discovery.

  • Reduced Drug Discovery and Research Time

    Time spent on researching and discovery for a drug can increase the cost, but, our AI-based solution can efficiently handle the big data to bring out the statistical analysis that further help in discovering a drug in a short time.

Do You Want to Hire AI Developer for Your Project?

Our skilled development team deliver customized and end to end solutions to tech-savvy client starting from conceptualization to deployment at cost-effective rates.

Get Started
part time
Part-time Hiring
full time
Full-time Hiring
hourly
Hourly
Hiring

Our Work

  • ai based emotions tracking

    Emotions Tracking Project (Video & Images)

    This AI-based emotions tracking solution is for tracking the emotions of the user while video recording. With this AI solution, the emotions are tracked in terms of Sad, Angry, Happy, etc. Observing the user’s body language, voice tone, hand motions, and other gestures. This helps make improvements after capturing the futurist index most accurately. About an emotional tracking project.

    • Tracking emotions using Keras and Opencv.
    • Applying pre-defined haarcascade for classification.
    • Classification into different category (like happy, sad, anger etc.)
    • Apply opencv to detect face and predict emotions.
  • NLP for text extraction

    NLP for Text Extraction

    This NLP and Machine Learning based project is AI-enabled solution to extract time, money, important keyword and sentence similarity from the text. It helps remove incorrect words using by applying data cleaning and data pre-processing. Applying different AI-enabled techniques for various texts.

    • Applying tfidf and word2vec method.
    • Creating vector for text data.
    • Extracting date from Date_time function.
    • Extract important words using genism method.
    • Apply normalization technique using TfidfVectorizer method.
    • Removing incorrect words using nltk.
  • ai object detection

    AI Object Detection

    AI with object detection is helpful in to fetch data for important data points. We have designed and developed AI solutions for different datasets to achieve higher accuracy on a variety of data samples. Custom Models like Human Ethnicity, Count Logo Brands, Car Type, Car Brand, Car Size, Human height, and many others can easily be detected.

    • Using Deep Learning models to extract features.
    • We train our own AI model using (CNN,OPENCV) for different datasets.
    • Optimize the model to achieve higher accuracy on a variety of data samples.
    • Input is fed into the trained model and result is fetched in output.
    • Object Detection is more accurate for creating custom models any real based problem statements.
  • ai based recommendation

    AI-Based Recommendation

    This AI-based project offer the user the best recommendation results based on the history. The personalized recommendations are offered to the targeted users after the analysis of the data. The focus is to increase average order value i.e., to up-sell and cross-sell customers by providing product suggestions. The search done at a particular time zone and category offers the approach of the user while searching about the product.

    • Reading data set and sorting by course rating.
    • Concatenate multiple field and store in single column.
    • Finding the cosine similarity between words.
    • Finding the indices and weight_rating of words.
    • Apply tfidf vectorization to analyse word on the basis of ngrams(NLP).
  • ai based marketing analysis

    TunGo API - AI Based Marketing Analysis

    TunGo Project where we created the API's with the AI model to extract the human count, car count, car size, human height from the video which is captured by a van.

    This project consists of step by step integration of different modules that consist of AI, ML along with Data Science.

    User would be able to see the real time statistics and insights of the advertisement that is being displayed on the van and also show the real time location of the van.

  • ai-enabled apps for education

    Artificial Intelligence-Enabled Apps for Education

    Quytech, a top education app development company has developed a prominent edtech platform namely FutureNow. FutureNow is an Edtech platform where users are able to watch short videos of 2 minutes on various topics. With futurists, users can upload the videos, create course contents & chapters, and earn money.

    Some of the Artificial Intelligence components included in FutureNow are:

    • Emotion tracking
    • Videos Transcription
    • AI based study journey plan
    • Smart recommendation system
    • Motion detection

Contact Us

We Assure you to revert within one business day

Let's plan for a new project!

We understand your project perspective to convert your amazing ideas into reality. Usher your business into a futuristic realm with our high-quality development services.

Request for a Quote

(Are you human, or spambot?)

Let's plan for a new project!

We understand your project perspective to convert your amazing ideas into reality. Usher your business into a futuristic realm with our high-quality development services.

Reach Us