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MIL Team engineering division is aimed to provide impact-oriented projects
MIL is a team of AI experts working on a basis of the Machine Intelligence Laboratory of MIPT. We develop internal and external digital products for companies of various sizes.
Study cases
Know about technologies
WE HELP COMPANIES
  • 1
    CHECK BUSINESS AND TECHNOLOGICAL HYPOTHESES
  • 2
    QUICKLY CREATE PROTOTYPES (MVP)
  • 3
    ADD ML FUNCTIONS TO DEVELOPED PRODUCTS FOR RAPID GROWTH
  • ML product prototyping from scratch
    We know how to...
    • start the product "cold"
    • make a tech MVP without data
    • collect this data
    • come up with a small prototype that already delivers value
    Because ...
    • we have experience working with tasks at the "zero starts"
    • we understand how to quickly reduce a task to a solvable one
    • we know what is the difference between the technologies used in standard machine learning with the presence of a large training sample from the zero stage of product development, when there is no data at all
    • we use both expert knowledge and specific technological solutions
    • we are able to collect and annotate data using crowd-sourced platforms and specialized companies
    Interesting to launch new project
  • Infrastructure setup, ML-Ops
    1. Building сontinuous models integration
    2. Tracking the quality of models
    3. Debugging a continuous stream of data
    4. Setting up prototyping, testing and production outline
    We have already built the infrastructure within our team and in several R&D divisions of large companies. We use up-to-date ML-Ops frameworks - from Airflow to Wandb, we are able to integrate solutions with Spark / Hadoop. In general, we are doing everything to establish transparency and provide clear tools for teams within companies.
    Interesting to set up the infrastructure
We use the experience of working on Research and Applied projects for both large companies and startups at the Seed and Pivot stages. We implement a flexible approach to the partners' tasks at every step of their activities.
WE HELP COMPANIES OF DIFFERENT INDUSTRIES
MIL Team goal – implementation of a business result for partners.
Model building and development as the tools to achieve business goals.
OUR SUPER POWER
  • WORKFLOW
    Print document recognition, search engines, and business process automation
  • CLIENT
    ANALYTICS
    Customer behaviour analysis: outflow forecasting, next best offer, customer base segmentation.
  • PREDICTIVE
    ANALYTICS
    Predicting measurable indicators: ranging from sales volumes to price indicators.
  • VIDEO
    ANALYTICS
    Control of business processes: ranging from personal protective equipment to the stages of the business process
  • CHAT-BOTS AND AUTOMATION APPLICATIONS
    Building scripts and models for communicating with customers in sales or service, making decisions based on information from the client.
  • AND SO ON...
    We undertake the implementation of various tasks, since we have extensive experience in solving applied projects.
EXAMPLES OF REQUESTS FROM OUR PARTNERS
  • THE LACK OF EXPERTS
    There are not enough full-time specialists in the team for the timely solution of the assigned tasks. Engaging an outside team on important deferred tasks will help you move up the roadmap.
  • NEED TO SOLVE A SPECIFIC PROBLEM
    We are often given an assigned and alienated task that can be solved by external forces.
  • NEED OF QUICK BUSINESS GROWTH
    The rapid growth of the business leads to the need of obtaining fast solutions for scaling business processes. An external team will help close the lack of specialists, competencies or structure in solving problems.
  • NEED TO TAKE INTO ACCOUNT BUSINESS-PROCESSES IN THE CERTAIN DECISION
    A large number of analysis tasks includes the subject context of solving the problem, as well as going beyond the usual ML-formulations. Bringing in people who understand the needs of the business helps to limit the creativity of the DS team.
  • LACK OF COMPETENCES
    Solving problems in a novel direction can greatly slow down the work of the department. An external team with specialized expertise will move quickly towards solving problems.
  • NEED TO PLAN STUFF REDUCTION
    The difficult economic situation in the international and Russian markets can lead to unplanned staff layoffs. Termination of interaction with an external team is faster and cheaper.
OUR CASES
WHAT WILL BE USED UNDER THE HOOD OF YOUR PRODUCT
EXAMPLES OF IMPLEMENTED RESEARCH PROJECTS
2D PDR
Indoor Navigation project: human trajectory recognition by the signals of IMU-sensors.
TopicNet
Open-source: framework for automated construction of hierarchical topic models.
Dialogue Clustering System
Project: contact centre analytics automatization - semantic dialogue clustering.
NN Architecture Comparison
Area overview: comparative models of neural architecture performance.
HOW WE COOPERATE WITH OUR PARTNERS
1
Problem statement and business context
Defining a set of tasks, the solution of which is relevant for business.
Discussing the wishes and limitations that the company has.
2
NDA and cooperation agreement
Signing a non-disclosure agreement.
We will go through the procedure for registering a company as a counterparty, if necessary.
Signing a framework cooperation agreement.
3
Assessment and project objectives
Defining the goals of the business in solving the problem and the indicators of the project's success.
Preparing a technical task and a commercial proposal for the stages of solving the problem.
4
Contract
Discussing the terms of the contract and signing on both sides.
5
The data and task related questions
Preparing a data slice for solving the problem.
Discussing the questions that arose during the analysis of the problem.
6
Solution and delivery
Carrying out several iterations of solving the problem.
Delivering ready-made results according to the agreed project roadmap
7
Delivery and acceptance of the project
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