Fresher Placement & Matching Engine
Dual-path analytics: Predictive Probability & Peer-matching Architecture
1. Input
2. Split Paths
3. Unified Result
Pause
Reset
01 / CANDIDATE INPUT
02 / PROCESSING & MATCHING PIPELINE
03 / STRATEGY GENERATION
PREDICT
MATCH
HTTP
QUERY
JSON
VEC
COEFF
RANK
STUDENT PROFILE
DSA: 450+
PROJ: 3 WEB
INTERN: 1 BACKEND
STUDY: 8 HRS/DAY
NODE BACKEND
API GATEWAY
FLASK API
PREDICTION SVC
LOGISTIC REG
PROBABILITY MDL
PLACEMENT PROB
87.4% CHANCE
MONGODB SENIOR
SENIORPLAN COLL
DISTANCE SCORE
KNN / COSINE SIM
SIMILAR SENIORS
1. AMIT S. (94%)
2. NEHA K. (89%)
PREP JOURNEYS
INTERVIEW STORIES
RECOMMENDED
STRATEGY READY
87% CONFIDENCE
2 SENIOR MATCHES