#SUCCESS STORY IMAGE HOW TO#
#SUCCESS STORY IMAGE FREE#

Writing a detailed success story requires approaches that would outlay how and the extent of the impact your project and interventions had or are having on beneficiaries individuals and communities.

#SUCCESS STORY IMAGE HOW TO#

You will discover how to write a success story that is worth sharing. And thanks to Levity's integrated human-in-the-loop process, their model keeps getting better every day.Do you want to showcase your organization and earn funderвЂ™s trust? Do you want to relate the transparency of your Non-Governmental Organization (NGO) in utilizing partnersвЂ™ and stakeholdersвЂ™ resources? Then, you must be thinking of success stories. The rest was done without hiring additional technical people with the right background and going through long (and costly) phases of experimentation. Within a matter of few hours on our platform, our client was able to not only develop an own image classifier but also gain insights into fundamental aspects about their very own business: How many listings actually had a pool? What percentage of images is of poor quality and what impact does it have on bookings? Are there any correlations between furniture and listings price?Д¬onnecting the API to the systems was only a matter of minutes.

Integrate the created model with their processes and start using our API on a daily basis.

Define classes (15) and collaboratively label an training dataset in with Levity's Slack integration (1000 per class), totaling 15,000 labeled examples.

Define the upload of new images as the trigger event.

Integrate their platform with Levity's API.

More concretely, our customer went through the following steps: The company used levity to build a customized deep learning model: a multi-label image classifier based on their very own training data:Д«uilding an end-to-end solution with Levity

Integrate back the enriched images onto the platform to allow the client's team getting insights into the content and providing actionable information for further automation.

Automatic classification of new images through the model, thus enriching them with the right meta information.

Connect every new upload to their platform with a customized image classifier.

The final process should have the following features:

In synthesis, the goal was creating an ongoing automated process to classify housing images on their website. In addition, the desired solution had to be integrated with the client's running processes: Meta data should be generated for all the pictures posted together with new listings. The goal of our client was clear: Find a fast solution to generate reliable data about their existing images in a scalable, cost-effective, and simple way. Being unable to cope with the sheer volume of images, our customer was suffering from the perceived quality of user-generated content. All lacking even basic information: inside/outside, room, furniture, image quality, etc. In this specific case, our customers had to track around 20 images for each of the 50.000+ apartments listed on his platform. But since these skills are typically out-of-core for the majority of them (at least in the beginning), they are forced to hire an army of workers (who go by the fancy term Content Moderators) or ask external consultants/freelancers for support. In order to effectively perform this task at scale, start-ups and small businesses need to be endowed with deep technical expertise in the field of Deep Learning. However, having lots of content on the platform comes with a big burden: As the platform grows, this quickly translates in million images to keep track of. E-commerce, social networks, and peer-to-peer platforms count thousands of users, who then are likely to generate dozens of pictures in a single post. ChallengeДЄllowing user-generated content is a must for marketplaces and other online companies in order to permit a high level of relevance of listings or posts. bookings вЂ“ is ensuring a high quality content and especially images uploaded by its users.

#SUCCESS STORY IMAGE FREE#

The client is a niche listing site for vacation rentals that offers direct instant booking and commission free advertising to its users. All this without having to hire additional people or sourcing from an AI consultancy.

Levity empowers a client of ours to classify all images posted on its marketplace and thereby providing them with insights on what actually happens on the platform. Yet it is essential to ensure the relevance of the content seen by visitors within an online platform. Tracking thousands of user-generated pictures is not an easy task.

Success story image