#MachineLearning – Serial convolution 98.9% Mnist 10000 Xtest. //Per Lindholm Only Sklearn no need for convolution in the answer Wow. My model

#Important MachineLearning find – linear layer map fully calculated from sklearn 784,100 as coefs_[0].reshape(28,28,100)

https://drive.google.com/file/d/1TxkHB5Mb6pSIFz5hB5cuIkJ0mwD2p1VZ/view?usp=sharing

99.03% 10000 MNIST Test Sklearn serial convolution training

https://drive.google.com/file/d/1icfEUBTv5n6491AIGzMN2jMWtd6F-iFU/view?usp=sharing

All ideas so far from twitter.

https://drive.google.com/file/d/11GulmNr-O483oyasC61HUE71u5eeA7t3/view?usp=sharing

#Sklearn – Hacking Sklearn 98.7% MNIST – Split each class by 2 by 10 MiniBatchKMeans functions and get 20 classes which you feed a MLPClassifier. I added an error train also. //Per Lindholm

#VaccineSideEffect Immunity Chest Pain Shower Body Treatment. Mix luke warm water with lemon and sponge bathe your body. Shower and your done. C-Vitamin enrich your blood vessels trough the skin. Chest pain reducer. Super feeling afterwards. Please spread this treatment. It could save millions of lives. All natural just lemon with warm water on the skin. //Per

This is how I mitigate heart problems. When the redness is gone I feel great. First apply lemon concentrated juice on a cotton pad over the chest. Wait for recovery feeling. That is it.

#Innovation – Organic Tooth paste? In the wait for 100% organic toothpaste you can successfully brush your teeth with room temperature milk. Works to get a smoother harder surface. Milk + teeth and rinse with water. First clean your teeth with toothpaste then finish of with milk brushing and then rinse. //Per

#Anti Psyche Weapon Disabler – No more tinfoil hat I’m on the case. Connect a small magnet to the bottom of a tee light. The bottom is magnetic. It will energize double bonds and magnetic correction energy. No more telepathic overlords. What a feeling. No smell when lit.

Never been more happy in my entire life. Super really working method ! //Per

#HumanIntelligence Network – Next generation – Every person gets its own different information. Combine the prediction for highest intelligent answer. The next generation selects which samples to give to each of 100 functions //Per Method used for MLPClassifier 79.1% cifar10

#Innovate New Food – Aubergine boiled with meat smells like mushroom. So can you boil different things together and feed the soil for emergence of new eatable plants and crops? Wow new universe information //Per

Most important idea ever in the history of all universes. The ability to create food crops! //Per

#UkraineInnovation – Idea – Compact Small steam powered electric generator that run on 3 tea candles and charges a built in battery to power a 12V Rice Cooker to clean water by boiling and cook warm food. //Per @Tesla

#Energy – 2xCandle + Water + Small Steam Turbine electric generator. Adapted for Indoor generator so simple it hurts. Charge a jackery battery //Per

Buy a toy steam piston engine. See how its built. Build a larger one for 3 candles and a generator connected to the rotating cylinder. Charge a jackery battery.

#COVID19 – Woke up with fever chills. Wet arms and hands with warm salt+water. Drank tea+lemon and most importantly ate “pasta boiled in lemon” pieces. Next hour or so I felt better. The lemon pasta is the best antidote to covid. Just boil together //Per

#COVID19 Fever chills – Take a cloth and bad your body in warm little salt+water. It feels like the ocean. Good for combating fever from covid. Makes you feel good //Per

#Physics – Idea – Forces are particles seeking degrees of freedom. More freedom in one function versus the other function means a net force between //Per

#MachineLearning – Towards Self Learning – Could self balancing forces in a body be loss functions for entire problem. Self learning is a #physics problem !!! //Per

LongCovid Repair body/brain Food – Boiled lemon pieces with spagetti pasta. Enriched paste with natural lemon vitamin-C for body repair. I would start with a small single piece of lemon. Treatment food only.

#Physics – guess – Artificial Life – Create a universe so large you can not have central control. Use this in a evolution algorithm and the universe that survives has life properties. Self govern or free will. So life belongs to a scaled up problem of control //Per

#MachineLearning #Breakthrough – Truth is a Reduction – Batchresized the X_train to fit a 1000 size feature vector. The vector was looking perfect so I made it better with gaussian(X_train,sigma=10). Got 100% after 10 iterations. Wow! SuperIntelligence. On the brain tumor //Per

#SuperIntelligence – Predict what Water wants to be mixed with in order to cure you. Do a machine learning classification with sensor data and different tea. Can you tell from sensor data which tea it is. Then run the model on boiled water. Then use the tea you predict //Per

That is you let water decide. Just use machine learning function to understand the water signals //Per

#MachineLearning – Made a Breakthrough with neural_network.MLPClassifier() You predict sample classes then train on another set with the same series of classes so it becomes dependent on the initial batch. Got very good results. 98.5% MNIST 1000 test with the hidden layersize which I iterated to get, (208, 284, 189). So the method can be used to train larger models. No convolution just fully connected layers. Wow

Idea – We need a new product such as a much improved IR-Fever-Thermometer that can be used with KMeans. (from sklearn.cluster import KMeans) Unsupervised learning to detect any disease. #covid #pandemic #innovation //Per

#Detox – Ate a crab stick with a bad taste. Had get rid of poison feeling. Made some boiled water + lactose free milk. It worked. Detox – Boiled Water + Milk 90%water 10%Milk //Per

#Ivermectin I wonder if a very small piece of lemon zest could have similar effect. I took two small tablet size of clean lemon zest and chewed with some water. Could help with inflammation in chest and heart due to #VaccineSideEffects

Idea – Gas powered electric generators to power 12 Volts rice cookers. Boil water for better health. Energy efficient, hot clean water to survive winter.

#MachineLearning – SuperIntelligence – Why iterate with 2D images? Because you can use the illusion of large numbers without divergence or braking large number 32bit limit. That is. Reality photos is 0.255 per colour but you can do machine learning recognition of infinite high numbers. Its the photo as a whole which determines the real value of each physical pixel representation. Imagine what you can do in the future with realization. Machine learning with large numbers is huge //Per

#Omicron-You can get cancer from inflammation. Cancer are DNA changes. The vaccine causes inflammation in the chest. So here is a chance for inflammation chemicals to change the virus genetics to a new variant. We must either innovate new vaccines without ANY inflammation or stop. Guess //Per