4.13 GB | 21min 2s | mp4 | 1280X720  | 16:9
Genre:eLearning |Language:English

Files Included :
FileName :1 - Introduction.mp4 | Size:  (114.14 MB)
FileName :1 - Intro.mp4 | Size:  (1.42 MB)
FileName :2 - Basic Terminologies.mp4 | Size:  (17.78 MB)
FileName :3 - Concept & Definition of Probability.mp4 | Size:  (41.75 MB)
FileName :4 - Rules of Assigning Probabilities.mp4 | Size:  (63.4 MB)
FileName :5 - Conditional Probability.mp4 | Size:  (57.38 MB)
FileName :6 - Total Probability Theorem.mp4 | Size:  (81.49 MB)
FileName :7 - Bayes' Theorem.mp4 | Size:  (24.27 MB)
FileName :8 - Example 01.mp4 | Size:  (36.57 MB)
FileName :9 - Example 02.mp4 | Size:  (39.55 MB)
FileName :10 - Summary.mp4 | Size:  (5.73 MB)
FileName :1 - Intro.mp4 | Size:  (3.79 MB)
FileName :2 - Concept of Random Variables.mp4 | Size:  (22.75 MB)
FileName :3 - Probability density and distribution functions Map chance into relatable shapes.mp4 | Size:  (53.72 MB)
FileName :4 - Common distributions Recognize the usual suspects in real world data.mp4 | Size:  (33.98 MB)
FileName :5 - Conditional probability distribution Updating beliefs when new clue rolls in.mp4 | Size:  (35.22 MB)
FileName :6 - Total probability theorem Combine all paths to get one final answer.mp4 | Size:  (12.99 MB)
FileName :7 - Random variable as a function of another random variable  Bending other's fate.mp4 | Size:  (119.53 MB)
FileName :8 - Joint probability density Track how two random things move together.mp4 | Size:  (66.96 MB)
FileName :9 - Random variable as a function of 2 RVs Blend two signals into one smart output.mp4 | Size:  (26.38 MB)
FileName :10 - 2 RVs as functions of multiple random variables Scale up to a whole fleet.mp4 | Size:  (24.59 MB)
FileName :11 - Summary.mp4 | Size:  (7.58 MB)
FileName :1 - Intro.mp4 | Size:  (1.15 MB)
FileName :2 - Concept of central tendency Finding the 'typical' value in messy data.mp4 | Size:  (33.34 MB)
FileName :3 - Expectation Average outcome as your first smart guess.mp4 | Size:  (52.43 MB)
FileName :4 - Conditional expectation What changes when new info updates your guess.mp4 | Size:  (34.88 MB)
FileName :5 - Moments Pack shape randomness into simple numeric summaries.mp4 | Size:  (39.89 MB)
FileName :6 - Joint Moments  Link shapes of RVs that move together.mp4 | Size:  (26.11 MB)
FileName :7 - Special inequalities When math says your intuition must be wrong.mp4 | Size:  (43.59 MB)
FileName :1 - Intro.mp4 | Size:  (2 MB)
FileName :2 - Random vectors Pack many random variables into one neat snapshot.mp4 | Size:  (43.15 MB)
FileName :3 - Random Vectors  Example.mp4 | Size:  (43.17 MB)
FileName :4 - Law of large numbers See how repeated noisy data settles into truth.mp4 | Size:  (92.43 MB)
FileName :5 - Concept of random processes Treat data as stories unfolding in time.mp4 | Size:  (130.17 MB)
FileName :6 - Random Process  Formal Definition.mp4 | Size:  (26.89 MB)
FileName :7 - Markov processes Model where patterns long gone don't matter.mp4 | Size:  (52.11 MB)
FileName :8 - Stationary processes Spot when statistics stay steady over time.mp4 | Size:  (27.15 MB)
FileName :9 - Ergodic process Know when long runs reveal the full behavior.mp4 | Size:  (55.55 MB)
FileName :10 - Statistical metrics Summarize randomness with simple, useful numbers.mp4 | Size:  (42.15 MB)
FileName :1 - Signals for dummies.mp4 | Size:  (6.76 MB)
FileName :2 - Systems for the same dummies.mp4 | Size:  (25.44 MB)
FileName :3 - Types of Systems Meet the many personalities of systems.mp4 | Size:  (21.58 MB)
FileName :4 - Properties of Systems Learn what makes a system stable or wild.mp4 | Size:  (102.24 MB)
FileName :5 - State Space Representation Track a system's memory in neat vectors.mp4 | Size:  (117.28 MB)
FileName :6 - Observability of a System Check if hidden states can be truly seen.mp4 | Size:  (33.21 MB)
FileName :7 - Intuition behind Impulse Response See a system's whole story from one poke.mp4 | Size:  (60.84 MB)
FileName :8 - Intuition behind Frequency Domain Look at signals as pure rhythm and tone.mp4 | Size:  (74.77 MB)
FileName :9 - Intuition behind Convolution Operation Blend inputs and echoes into one output.mp4 | Size:  (39.04 MB)
FileName :1 - Overview.mp4 | Size:  (13.95 MB)
FileName :2 - Random processes and linear systems.mp4 | Size:  (86.8 MB)
FileName :3 - Predictor-Corrector techniques See how guess, then fix works.mp4 | Size:  (30.4 MB)
FileName :4 - White noise.mp4 | Size:  (28.68 MB)
FileName :1 - Intro.mp4 | Size:  (3.9 MB)
FileName :2 - Concept and definition of estimation What it means to guess smart.mp4 | Size:  (36.92 MB)
FileName :3 - Categorization of estimation.mp4 | Size:  (212.96 MB)
FileName :4 - State estimation See a moving car as a hidden state you keep chasing in time.mp4 | Size:  (37.02 MB)
FileName :5 - Ensemble and recursive estimation.mp4 | Size:  (18.04 MB)
FileName :6 - Minimum mean square estimator Shrink average error as much as possible.mp4 | Size:  (137.16 MB)
FileName :7 - Optimal FIR filter Clean signals with a short smart memory.mp4 | Size:  (16.84 MB)
FileName :8 - Least square estimator Best straight-line fit to messy data.mp4 | Size:  (96.72 MB)
FileName :9 - MMSE & LSE  Conclusion.mp4 | Size:  (29.52 MB)
FileName :10 - Adaptive algorithms - Gradient Descent Let your model learn step by step.mp4 | Size:  (103.41 MB)
FileName :11 - Bayesian estimation Mix what you believed before with what data tells you now.mp4 | Size:  (110.83 MB)
FileName :12 - State space representation for a system with stochastic inputs Neat noise model.mp4 | Size:  (40.88 MB)
FileName :1 - Intro.mp4 | Size:  (1.65 MB)
FileName :2 - Standard Kalman Filter Overview.mp4 | Size:  (14.84 MB)
FileName :3 - Standard KF Algorithm.mp4 | Size:  (105.32 MB)
FileName :4 - Standard KF Example (Tracking stationary structure on the road).mp4 | Size:  (66.56 MB)
FileName :5 - Standard KF Code (Tracking stationary structure on the road).mp4 | Size:  (64.72 MB)
FileName :6 - Standard KF Analysis.mp4 | Size:  (64.69 MB)
FileName :7 - Extended KF Overview.mp4 | Size:  (40.32 MB)
FileName :8 - EKF Algorithm.mp4 | Size:  (60.41 MB)
FileName :9 - EKF Example  Tracking Crossing Cars with radar.mp4 | Size:  (55.42 MB)
FileName :10 - EKF Code  Tracking Crossing Cars with radar.mp4 | Size:  (35.8 MB)
FileName :11 - EKF Simulator Dashboard  Drive the crossing car scene.mp4 | Size:  (95.58 MB)
FileName :12 - EKF Example  Tracking Parallel Cars with radar.mp4 | Size:  (26.24 MB)
FileName :13 - EKF Code  Tracking Parallel Cars with radar.mp4 | Size:  (17.83 MB)
FileName :14 - EKF Simulator Dashboard (Parallel Cars).mp4 | Size:  (98.13 MB)
FileName :15 - EKF Example  Tracking Oncoming Cars with lidar.mp4 | Size:  (23.44 MB)
FileName :16 - EKF Code  Tracking Oncoming Cars with lidar.mp4 | Size:  (21.24 MB)
FileName :17 - EKF Simulator Dashboard (Oncoming Cars).mp4 | Size:  (81.32 MB)
FileName :18 - EKF Example  Overtaking Ego in lane change situations.mp4 | Size:  (44.01 MB)
FileName :19 - EKF Code  Overtaking Ego in lane change situations.mp4 | Size:  (19.42 MB)
FileName :20 - EKF Simulator Dashboard  Overtaking Ego in lane change situations.mp4 | Size:  (29.96 MB)
FileName :21 - EKF Simulator Dashboard  Manoeuvring vehicles.mp4 | Size:  (74.12 MB)
FileName :22 - Observations and hint of advanced techniques.mp4 | Size:  (56.82 MB)
FileName :1 - Conclusion.mp4 | Size:  (10.67 MB)]
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